Best-of Machine Learning with Python

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

This curated list contains 830 awesome open-source projects with a total of 2.6M stars grouped into 32 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Machine Learning Frameworks 51 projects
Data Visualization 47 projects
Text Data & NLP 83 projects
Image Data 49 projects
Graph Data 28 projects
Audio Data 23 projects
Geospatial Data 21 projects
Financial Data 23 projects
Time Series Data 20 projects
Medical Data 19 projects
Optical Character Recognition 10 projects
Data Containers & Structures 28 projects
Data Loading & Extraction 22 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 34 projects
Distributed Machine Learning 26 projects
Hyperparameter Optimization & AutoML 45 projects
Reinforcement Learning 19 projects
Recommender Systems 14 projects
Privacy Machine Learning 6 projects
Workflow & Experiment Tracking 36 projects
Model Serialization & Conversion 11 projects
Model Interpretability 44 projects
Vector Similarity Search (ANN) 12 projects
Probabilistics & Statistics 21 projects
Adversarial Robustness 8 projects
GPU Utilities 17 projects
Tensorflow Utilities 13 projects
Sklearn Utilities 17 projects
Pytorch Utilities 27 projects
Database Clients 1 projects
Others 52 projects

Explanation

🥇🥈🥉 Combined project-quality score
⭐️ Star count from GitHub
🐣 New project (less than 6 months old)
💤 Inactive project (6 months no activity)
💀 Dead project (12 months no activity)
📈📉 Project is trending up or down
➕ Project was recently added
❗️ Warning (e.g. missing/risky license)
👨‍💻 Contributors count from GitHub
🔀 Fork count from GitHub
📋 Issue count from GitHub
⏱️ Last update timestamp on package manager
📥 Download count from package manager
📦 Number of dependent projects
Tensorflow related project
Sklearn related project
PyTorch related project
MxNet related project
Apache Spark related project
Jupyter related project
PaddlePaddle related project
Pandas related project

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (🥇44 · ⭐ 150K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 3.5K · 🔀 84K · 📦 120K · 📋 30K - 14% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 4.7M / month · 📦 23K · ⏱️ 14.12.2020):
```
 pip install tensorflow
```

Conda (📥 2.3M · ⏱️ 15.07.2020):

 conda install -c conda-forge tensorflow

Docker Hub (📥 47M · ⭐ 1.8K · ⏱️ 17.01.2021):
```
 docker pull tensorflow/tensorflow
```

scikit-learn (🥇41 · ⭐ 44K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 2.1K · 🔀 21K · 📥 630 · 📦 180K · 📋 8.9K - 26% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 9.6M / month · 📦 38K · ⏱️ 22.12.2020):
```
 pip install scikit-learn
```

Conda (📥 6.3M · ⏱️ 22.12.2020):

 conda install -c conda-forge scikit-learn

PyTorch (🥇39 · ⭐ 46K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 2.5K · 🔀 12K · 📦 59K · 📋 20K - 36% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 1.6M / month · 📦 6.7K · ⏱️ 10.12.2020):
```
 pip install torch
```
Conda (📥 9.8M · ⏱️ 10.12.2020):
```
 conda install -c pytorch pytorch
```

PySpark (🥇38 · ⭐ 29K) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 2.4K · 🔀 23K · 📦 540 · ⏱️ 16.01.2021):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 6.4M / month · 📦 760 · ⏱️ 07.09.2020):
```
 pip install pyspark
```
Conda (📥 870K · ⏱️ 07.09.2020):
```
 conda install -c conda-forge pyspark
```

StatsModels (🥇36 · ⭐ 5.9K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 300 · 🔀 2.1K · 📥 25 · 📦 36K · 📋 4.3K - 47% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 1.8M / month · 📦 6.7K · ⏱️ 29.10.2020):
```
 pip install statsmodels
```

Conda (📥 3.1M · ⏱️ 12.01.2021):

 conda install -c conda-forge statsmodels

Keras (🥇35 · ⭐ 51K) - Deep Learning for humans. MIT

GitHub (👨‍💻 900 · 🔀 19K · 📋 10K - 30% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 1.7M / month · 📦 15K · ⏱️ 24.06.2020):
```
 pip install keras
```
Conda (📥 1.4M · ⏱️ 25.06.2020):
```
 conda install -c conda-forge keras
```

XGBoost (🥇35 · ⭐ 20K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 500 · 🔀 7.9K · 📥 1.9K · 📦 13K · 📋 3.9K - 6% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 2.4M / month · 📦 1.6K · ⏱️ 09.12.2020):
```
 pip install xgboost
```
Conda (📥 1.3M · ⏱️ 10.12.2020):
```
 conda install -c conda-forge xgboost
```

LightGBM (🥇35 · ⭐ 12K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub (👨‍💻 200 · 🔀 3.2K · 📥 87K · 📦 5.3K · 📋 2K - 4% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 1.3M / month · 📦 560 · ⏱️ 08.12.2020):
```
 pip install lightgbm
```
Conda (📥 470K · ⏱️ 15.01.2021):
```
 conda install -c conda-forge lightgbm
```

MXNet (🥈34 · ⭐ 19K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2

GitHub (👨‍💻 950 · 🔀 6.8K · 📥 23K · 📦 1.7K · 📋 9.4K - 19% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 140K / month · 📦 440 · ⏱️ 28.08.2020):
```
 pip install mxnet
```
Conda (📥 5.7K · ⏱️ 29.02.2020):
```
 conda install -c anaconda mxnet
```

Theano (🥈34 · ⭐ 9.3K) - Theano is a Python library that allows you to define, optimize, and.. BSD-3

GitHub (👨‍💻 380 · 🔀 2.5K · 📦 10K · 📋 2.8K - 24% open · ⏱️ 05.09.2020):
```
 git clone https://github.com/Theano/Theano
```
PyPi (📥 190K / month · 📦 5.5K · ⏱️ 27.07.2020):
```
 pip install theano
```
Conda (📥 1.3M · ⏱️ 01.11.2020):
```
 conda install -c conda-forge theano
```

pytorch-lightning (🥈33 · ⭐ 11K) - The lightweight PyTorch wrapper for high-performance.. Apache-2

GitHub (👨‍💻 360 · 🔀 1.3K · 📥 34 · 📦 1.7K · 📋 2.8K - 12% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/PyTorchLightning/pytorch-lightning
```
PyPi (📥 90K / month · 📦 14 · ⏱️ 12.01.2021):
```
 pip install pytorch-lightning
```

Conda (📥 14K · ⏱️ 12.01.2021):

 conda install -c conda-forge pytorch-lightning

Fastai (🥈32 · ⭐ 20K) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 470 · 🔀 6.9K · 📋 1.4K - 4% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 130K / month · 📦 370 · ⏱️ 13.01.2021):
```
 pip install fastai
```

jax (🥈32 · ⭐ 11K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 240 · 🔀 940 · 📦 1K · 📋 2.1K - 34% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/google/jax
```
PyPi (📥 70K / month · 📦 46 · ⏱️ 12.01.2021):
```
 pip install jax
```
Conda (📥 68K · ⏱️ 14.10.2020):
```
 conda install -c conda-forge jaxlib
```

Thinc (🥈32 · ⭐ 2.2K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub (👨‍💻 36 · 🔀 200 · 📦 11K · 📋 98 - 17% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/explosion/thinc
```
PyPi (📥 790K / month · 📦 1.1K · ⏱️ 16.12.2020):
```
 pip install thinc
```
Conda (📥 850K · ⏱️ 18.12.2020):
```
 conda install -c conda-forge thinc
```

Catboost (🥈31 · ⭐ 5.6K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 720 · 🔀 860 · 📥 47K · 📋 1.3K - 22% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 710K / month · 📦 160 · ⏱️ 27.12.2020):
```
 pip install catboost
```
Conda (📥 550K · ⏱️ 29.12.2020):
```
 conda install -c conda-forge catboost
```

Chainer (🥈31 · ⭐ 5.5K) - A flexible framework of neural networks for deep learning. MIT

GitHub (👨‍💻 320 · 🔀 1.4K · 📦 1.8K · 📋 2K - 0% open · ⏱️ 23.12.2020):
```
 git clone https://github.com/chainer/chainer
```
PyPi (📥 18K / month · 📦 740 · ⏱️ 13.01.2021):
```
 pip install chainer
```

TFlearn (🥈30 · ⭐ 9.5K) - Deep learning library featuring a higher-level API for TensorFlow. MIT

GitHub (👨‍💻 130 · 🔀 2.4K · 📦 2.9K · 📋 930 - 61% open · ⏱️ 30.11.2020):
```
 git clone https://github.com/tflearn/tflearn
```
PyPi (📥 12K / month · 📦 480 · ⏱️ 11.11.2020):
```
 pip install tflearn
```

Vowpal Wabbit (🥈30 · ⭐ 7.4K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (👨‍💻 300 · 🔀 1.7K · 📦 93 · 📋 1K - 15% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 18K / month · 📦 16 · ⏱️ 12.11.2020):
```
 pip install vowpalwabbit
```

PaddlePaddle (🥈29 · ⭐ 14K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 490 · 🔀 3.4K · 📥 15K · 📦 26 · 📋 13K - 18% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 6.2K / month · 📦 16 · ⏱️ 14.12.2020):
```
 pip install paddlepaddle
```

Turi Create (🥈29 · ⭐ 10K) - Turi Create simplifies the development of custom machine learning.. BSD-3

GitHub (👨‍💻 81 · 🔀 1.1K · 📥 3.6K · 📦 220 · 📋 1.7K - 27% open · ⏱️ 13.10.2020):
```
 git clone https://github.com/apple/turicreate
```
PyPi (📥 12K / month · 📦 34 · ⏱️ 30.09.2020):
```
 pip install turicreate
```

tensorpack (🥈29 · ⭐ 5.9K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2

GitHub (👨‍💻 55 · 🔀 1.7K · 📥 97 · 📦 670 · 📋 1.3K - 0% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 92K / month · 📦 76 · ⏱️ 24.04.2020):
```
 pip install tensorpack
```

Sonnet (🥉28 · ⭐ 8.7K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 48 · 🔀 1.2K · 📦 480 · 📋 150 - 10% open · ⏱️ 08.10.2020):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 53K / month · 📦 82 · ⏱️ 27.03.2020):
```
 pip install dm-sonnet
```
Conda (📥 6.9K · ⏱️ 14.11.2020):
```
 conda install -c conda-forge sonnet
```

CNTK (🥉27 · ⭐ 17K · 💤) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT

GitHub (👨‍💻 260 · 🔀 4.4K · 📥 14K · 📋 3.3K - 24% open · ⏱️ 31.03.2020):
```
 git clone https://github.com/microsoft/CNTK
```
PyPi (📥 1.1K / month · 📦 17 · ⏱️ 09.12.2020):
```
 pip install cntk
```

skorch (🥉27 · ⭐ 3.7K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 39 · 🔀 270 · 📦 250 · 📋 360 - 13% open · ⏱️ 25.12.2020):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 5.8K / month · 📦 13 · ⏱️ 30.08.2020):
```
 pip install skorch
```
Conda (📥 160K · ⏱️ 19.09.2020):
```
 conda install -c conda-forge skorch
```

Ignite (🥉27 · ⭐ 3.2K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 120 · 🔀 400 · 📦 700 · 📋 690 - 14% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 35K / month · 📦 62 · ⏱️ 17.01.2021):
```
 pip install pytorch-ignite
```
Conda (📥 52K · ⏱️ 20.09.2020):
```
 conda install -c pytorch ignite
```

dyNET (🥉27 · ⭐ 3.2K) - DyNet: The Dynamic Neural Network Toolkit. Apache-2

GitHub (👨‍💻 160 · 🔀 690 · 📥 1.4K · 📦 160 · 📋 920 - 27% open · ⏱️ 22.10.2020):
```
 git clone https://github.com/clab/dynet
```
PyPi (📥 4.6K / month · 📦 38 · ⏱️ 21.10.2020):
```
 pip install dyNET
```

Flax (🥉27 · ⭐ 1.4K · 📉) - Flax is a neural network ecosystem for JAX that is designed for.. Apache-2 jax

GitHub (👨‍💻 69 · 🔀 150 · 📥 20 · 📦 87 · 📋 230 - 50% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/google/flax
```
PyPi (📥 54K / month · 📦 3 · ⏱️ 08.12.2020):
```
 pip install flax
```

mlpack (🥉26 · ⭐ 3.5K) - mlpack: a scalable C++ machine learning library --. BSD-3

GitHub (👨‍💻 260 · 🔀 1.3K · 📋 1.3K - 11% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 180 / month · ⏱️ 28.10.2020):
```
 pip install mlpack
```
Conda (📥 62K · ⏱️ 29.10.2020):
```
 conda install -c conda-forge mlpack
```

Ludwig (🥉25 · ⭐ 7.4K · 📉) - Ludwig is a toolbox that allows to train and evaluate deep.. Apache-2

GitHub (👨‍💻 86 · 🔀 880 · 📦 74 · 📋 520 - 21% open · ⏱️ 30.12.2020):
```
 git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 1.1K / month · 📦 12 · ⏱️ 16.11.2020):
```
 pip install ludwig
```

Neural Network Libraries (🥉25 · ⭐ 2.4K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 55 · 🔀 300 · 📥 520 · 📋 53 - 66% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 2.5K / month · 📦 34 · ⏱️ 24.12.2020):
```
 pip install nnabla
```

tensorflow-upstream (🥉25 · ⭐ 530) - TensorFlow ROCm port. Apache-2

GitHub (👨‍💻 3.5K · 🔀 64 · 📥 16 · 📋 280 - 19% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 2.1K / month · ⏱️ 22.12.2020):
```
 pip install tensorflow-rocm
```

einops (🥉24 · ⭐ 2.2K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT

GitHub (👨‍💻 10 · 🔀 72 · 📦 190 · 📋 61 - 36% open · ⏱️ 09.01.2021):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 14K / month · 📦 10 · ⏱️ 08.09.2020):
```
 pip install einops
```
Conda (📥 3.5K · ⏱️ 15.10.2020):
```
 conda install -c conda-forge einops
```

ktrain (🥉24 · ⭐ 720) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (👨‍💻 12 · 🔀 170 · 📦 110 · 📋 290 - 3% open · ⏱️ 26.12.2020):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi (📥 5.4K / month · 📦 1 · ⏱️ 05.12.2020):
```
 pip install ktrain
```

xLearn (🥉23 · ⭐ 2.8K · 💤) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2

GitHub (👨‍💻 30 · 🔀 480 · 📥 2.2K · 📦 39 · 📋 280 - 62% open · ⏱️ 03.03.2020):
```
 git clone https://github.com/aksnzhy/xlearn
```
PyPi (📥 6.5K / month · 📦 1 · ⏱️ 04.12.2018):
```
 pip install xlearn
```

SHOGUN (🥉23 · ⭐ 2.8K) - Unified and efficient Machine Learning. BSD-3

GitHub (👨‍💻 250 · 🔀 1K · 📋 1.6K - 33% open · ⏱️ 08.12.2020):
```
 git clone https://github.com/shogun-toolbox/shogun
```
Conda (📥 90K · ⏱️ 25.06.2018):
```
 conda install -c conda-forge shogun
```
Docker Hub (📥 1.4K · ⭐ 1 · ⏱️ 31.01.2019):
```
 docker pull shogun/shogun
```

fklearn (🥉22 · ⭐ 1.3K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 35 · 🔀 150 · 📦 9 · 📋 38 - 50% open · ⏱️ 20.11.2020):
```
 git clone https://github.com/nubank/fklearn
```
PyPi (📥 5.2K / month · ⏱️ 02.10.2020):
```
 pip install fklearn
```

mace (🥉21 · ⭐ 4.3K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2

GitHub (👨‍💻 54 · 🔀 760 · 📥 1.3K · 📋 620 - 6% open · ⏱️ 10.01.2021):
```
 git clone https://github.com/XiaoMi/mace
```

Neural Tangents (🥉21 · ⭐ 1.3K) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (👨‍💻 16 · 🔀 140 · 📥 79 · 📦 12 · 📋 74 - 33% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/google/neural-tangents
```
PyPi (📥 470 / month · ⏱️ 18.11.2020):
```
 pip install neural-tangents
```

ThunderSVM (🥉20 · ⭐ 1.3K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

GitHub (👨‍💻 33 · 🔀 160 · 📥 2.1K · 📋 190 - 22% open · ⏱️ 14.12.2020):
```
 git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 350 / month · ⏱️ 13.03.2020):
```
 pip install thundersvm
```

Haiku (🥉20 · ⭐ 900) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 34 · 🔀 63 · 📦 56 · 📋 66 - 27% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/deepmind/dm-haiku
```

Torchbearer (🥉18 · ⭐ 580 · 💤) - torchbearer: A model fitting library for PyTorch. MIT

GitHub (👨‍💻 13 · 🔀 62 · 📦 37 · 📋 240 - 3% open · ⏱️ 17.02.2020):
```
 git clone https://github.com/pytorchbearer/torchbearer
```
PyPi (📥 190 / month · 📦 3 · ⏱️ 31.01.2020):
```
 pip install torchbearer
```

ThunderGBM (🥉16 · ⭐ 580) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (👨‍💻 10 · 🔀 71 · 📋 46 - 43% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 100 / month · ⏱️ 01.05.2020):
```
 pip install thundergbm
```

NeoML (🥉13 · ⭐ 560) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 16 · 🔀 78 · 📋 29 - 55% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/neoml-lib/neoml
```

Show 8 hidden projects...

dlib (🥈33 · ⭐ 9.8K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
NuPIC (🥉25 · ⭐ 6.2K · 💀) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
Lasagne (🥉24 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
neon (🥉22 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
MindsDB (🥉20 · ⭐ 3.1K) - Predictive AI layer for existing databases. ❗️GPL-3.0
NeuPy (🥉20 · ⭐ 660 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
elegy (🥉16 · ⭐ 150) - Elegy is a Neural Networks framework based on Jax and inspired.. Apache-2 jax
StarSpace (🥉13 · ⭐ 3.5K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇41 · ⭐ 13K) - matplotlib: plotting with Python. Python-2.0

GitHub (👨‍💻 1.2K · 🔀 5.6K · 📦 310K · 📋 7.6K - 21% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 8.7M / month · 📦 79K · ⏱️ 12.11.2020):
```
 pip install matplotlib
```

Conda (📥 7.7M · ⏱️ 14.01.2021):

 conda install -c conda-forge matplotlib

Plotly (🥇35 · ⭐ 8.7K) - The interactive graphing library for Python (includes Plotly Express). MIT

GitHub (👨‍💻 160 · 🔀 1.7K · 📦 5 · 📋 1.8K - 42% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 2.5M / month · 📦 5K · ⏱️ 12.01.2021):
```
 pip install plotly
```
Conda (📥 1.2M · ⏱️ 12.01.2021):
```
 conda install -c conda-forge plotly
```
NPM (📥 63K / month · 📦 4 · ⏱️ 12.01.2021):
```
 npm install plotlywidget
```

Seaborn (🥇35 · ⭐ 8K) - Statistical data visualization using matplotlib. BSD-3

GitHub (👨‍💻 150 · 🔀 1.4K · 📥 110 · 📦 78K · 📋 1.8K - 4% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 1.7M / month · 📦 13K · ⏱️ 20.12.2020):
```
 pip install seaborn
```
Conda (📥 1.9M · ⏱️ 21.12.2020):
```
 conda install -c conda-forge seaborn
```

dash (🥇34 · ⭐ 14K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT

GitHub (👨‍💻 72 · 🔀 1.4K · 📦 17K · 📋 960 - 41% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 210K / month · 📦 1.6K · ⏱️ 09.12.2020):
```
 pip install dash
```
Conda (📥 210K · ⏱️ 11.12.2020):
```
 conda install -c conda-forge dash
```

Bokeh (🥇33 · ⭐ 15K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 540 · 🔀 3.6K · 📦 30K · 📋 6.3K - 9% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 990K / month · 📦 5.9K · ⏱️ 11.01.2021):
```
 pip install bokeh
```
Conda (📥 3.6M · ⏱️ 13.01.2021):
```
 conda install -c conda-forge bokeh
```

pyecharts (🥈31 · ⭐ 10K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 29 · 🔀 2.3K · 📦 1.4K · 📋 1.4K - 1% open · ⏱️ 23.12.2020):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 32K / month · 📦 280 · ⏱️ 29.10.2020):
```
 pip install pyecharts
```

wordcloud (🥈31 · ⭐ 7.8K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 58 · 🔀 2K · 📦 8.4K · 📋 440 - 21% open · ⏱️ 11.11.2020):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 220K / month · 📦 1.1K · ⏱️ 11.11.2020):
```
 pip install wordcloud
```

Conda (📥 180K · ⏱️ 14.01.2021):

 conda install -c conda-forge wordcloud

Altair (🥈31 · ⭐ 6.3K) - Declarative statistical visualization library for Python. BSD-3

GitHub (👨‍💻 120 · 🔀 570 · 📦 7.3K · 📋 1.5K - 19% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 630K / month · 📦 370 · ⏱️ 01.04.2020):
```
 pip install altair
```
Conda (📥 580K · ⏱️ 01.04.2020):
```
 conda install -c conda-forge altair
```

bqplot (🥈30 · ⭐ 3K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 51 · 🔀 400 · 📦 1.2K · 📋 500 - 37% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi (📥 11K / month · 📦 110 · ⏱️ 14.01.2021):
```
 pip install bqplot
```
Conda (📥 450K · ⏱️ 14.01.2021):
```
 conda install -c conda-forge bqplot
```
NPM (📥 110K / month · 📦 10 · ⏱️ 14.01.2021):
```
 npm install bqplot
```

pandas-profiling (🥈29 · ⭐ 6.6K) - Create HTML profiling reports from pandas DataFrame.. MIT

GitHub (👨‍💻 65 · 🔀 980 · 📦 2.9K · 📋 410 - 13% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/pandas-profiling/pandas-profiling
```
PyPi (📥 190K / month · 📦 160 · ⏱️ 03.09.2020):
```
 pip install pandas-profiling
```

Conda (📥 97K · ⏱️ 09.01.2021):

 conda install -c conda-forge pandas-profiling

UMAP (🥈29 · ⭐ 4.4K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 69 · 🔀 480 · 📋 420 - 48% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 130K / month · 📦 230 · ⏱️ 11.01.2021):
```
 pip install umap-learn
```

PyQtGraph (🥈29 · ⭐ 2.3K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 180 · 🔀 810 · 📋 720 - 39% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 25K / month · 📦 890 · ⏱️ 20.12.2020):
```
 pip install pyqtgraph
```

Conda (📥 160K · ⏱️ 20.12.2020):

 conda install -c conda-forge pyqtgraph

HoloViews (🥈29 · ⭐ 1.8K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 100 · 🔀 300 · 📋 2.5K - 27% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 74K / month · 📦 170 · ⏱️ 27.12.2020):
```
 pip install holoviews
```

Conda (📥 400K · ⏱️ 28.12.2020):

 conda install -c conda-forge holoviews

NPM (📥 6.2K / month · ⏱️ 24.05.2020):
```
 npm install @pyviz/jupyterlab_pyviz
```

Graphviz (🥈29 · ⭐ 900) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 15 · 🔀 140 · 📦 17K · 📋 100 - 4% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 2.4M / month · 📦 4.4K · ⏱️ 24.12.2020):
```
 pip install graphviz
```

VisPy (🥈28 · ⭐ 2.6K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 140 · 🔀 540 · 📦 440 · 📋 1.1K - 31% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/vispy/vispy
```
PyPi (📥 13K / month · 📦 120 · ⏱️ 28.11.2020):
```
 pip install vispy
```
Conda (📥 120K · ⏱️ 13.01.2021):
```
 conda install -c conda-forge vispy
```
NPM (📥 130 / month · ⏱️ 15.03.2020):
```
 npm install vispy
```

datashader (🥈28 · ⭐ 2.4K) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 43 · 🔀 310 · 📦 560 · 📋 460 - 31% open · ⏱️ 07.01.2021):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 10K / month · 📦 70 · ⏱️ 07.01.2021):
```
 pip install datashader
```

Conda (📥 130K · ⏱️ 08.01.2021):

 conda install -c conda-forge datashader

missingno (🥈27 · ⭐ 2.6K) - Missing data visualization module for Python. MIT

GitHub (👨‍💻 15 · 🔀 330 · 📦 2.7K · 📋 100 - 14% open · ⏱️ 28.12.2020):
```
 git clone https://github.com/ResidentMario/missingno
```
PyPi (📥 160K / month · 📦 76 · ⏱️ 29.06.2018):
```
 pip install missingno
```

Conda (📥 68K · ⏱️ 15.02.2020):

 conda install -c conda-forge missingno

data-validation (🥈27 · ⭐ 500) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 20 · 🔀 94 · 📥 200 · 📦 220 · 📋 110 - 34% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 6.8M / month · 📦 18 · ⏱️ 17.12.2020):
```
 pip install tensorflow-data-validation
```

Perspective (🥉26 · ⭐ 3.1K) - Streaming pivot visualization via WebAssembly. Apache-2

GitHub (👨‍💻 61 · 🔀 340 · 📦 160 · 📋 370 - 19% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 510 / month · 📦 4 · ⏱️ 14.01.2021):
```
 pip install perspective-python
```

NPM (📥 920 / month · ⏱️ 08.01.2021):

 npm install @finos/perspective-jupyterlab

Cufflinks (🥉26 · ⭐ 2.1K) - Productivity Tools for Plotly + Pandas. MIT

GitHub (👨‍💻 37 · 🔀 530 · 📦 2.5K · 📋 200 - 40% open · ⏱️ 07.10.2020):
```
 git clone https://github.com/santosjorge/cufflinks
```
PyPi (📥 47K / month · 📦 230 · ⏱️ 01.03.2020):
```
 pip install cufflinks
```

PyVista (🥉26 · ⭐ 660) - 3D plotting and mesh analysis through a streamlined interface for the.. MIT

GitHub (👨‍💻 49 · 🔀 130 · 📥 38 · 📦 240 · 📋 380 - 30% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 6.8K / month · 📦 26 · ⏱️ 10.12.2020):
```
 pip install pyvista
```
Conda (📥 54K · ⏱️ 10.12.2020):
```
 conda install -c conda-forge pyvista
```

HyperTools (🥉25 · ⭐ 1.6K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT

GitHub (👨‍💻 21 · 🔀 150 · 📦 96 · 📋 190 - 36% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 180 / month · 📦 9 · ⏱️ 02.10.2020):
```
 pip install hypertools
```

hvPlot (🥉25 · ⭐ 330) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3

GitHub (👨‍💻 22 · 🔀 49 · 📦 430 · 📋 320 - 30% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 32K / month · 📦 15 · ⏱️ 02.06.2020):
```
 pip install hvplot
```
Conda (📥 58K · ⏱️ 06.01.2021):
```
 conda install -c conda-forge hvplot
```

Chartify (🥉24 · ⭐ 2.8K) - Python library that makes it easy for data scientists to create.. Apache-2

GitHub (👨‍💻 19 · 🔀 250 · 📦 52 · 📋 70 - 57% open · ⏱️ 02.11.2020):
```
 git clone https://github.com/spotify/chartify
```
PyPi (📥 4.6K / month · 📦 5 · ⏱️ 02.11.2020):
```
 pip install chartify
```
Conda (📥 12K · ⏱️ 07.11.2020):
```
 conda install -c conda-forge chartify
```

pythreejs (🥉24 · ⭐ 690) - A Jupyter - Three.js bridge. BSD-3

GitHub (👨‍💻 24 · 🔀 160 · 📦 15 · 📋 200 - 30% open · ⏱️ 09.10.2020):
```
 git clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (📥 5.4K / month · 📦 13 · ⏱️ 09.10.2020):
```
 pip install pythreejs
```

Conda (📥 260K · ⏱️ 12.10.2020):

 conda install -c conda-forge pythreejs

NPM (📥 4.2K / month · 📦 8 · ⏱️ 19.03.2020):
```
 npm install jupyter-threejs
```

Facets Overview (🥉23 · ⭐ 6.5K) - Visualizations for machine learning datasets. Apache-2

GitHub (👨‍💻 27 · 🔀 790 · 📦 37 · 📋 150 - 48% open · ⏱️ 27.10.2020):
```
 git clone https://github.com/pair-code/facets
```
PyPi (📥 29K / month · ⏱️ 24.07.2019):
```
 pip install facets-overview
```

Multicore-TSNE (🥉23 · ⭐ 1.5K) - Parallel t-SNE implementation with Python and Torch.. BSD-3

GitHub (👨‍💻 15 · 🔀 190 · 📦 200 · 📋 53 - 62% open · ⏱️ 19.08.2020):
```
 git clone https://github.com/DmitryUlyanov/Multicore-TSNE
```
PyPi (📥 2.6K / month · 📦 14 · ⏱️ 08.11.2017):
```
 pip install MulticoreTSNE
```

Conda (📥 5.8K · ⏱️ 12.11.2018):

 conda install -c conda-forge multicore-tsne

openTSNE (🥉23 · ⭐ 740) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 10 · 🔀 82 · 📦 170 · 📋 71 - 4% open · ⏱️ 08.01.2021):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 8K / month · 📦 4 · ⏱️ 08.01.2021):
```
 pip install opentsne
```
Conda (📥 73K · ⏱️ 08.01.2021):
```
 conda install -c conda-forge opentsne
```

PandasGUI (🥉22 · ⭐ 2K) - A GUI for Pandas DataFrames. MIT

GitHub (👨‍💻 7 · 🔀 110 · 📦 29 · 📋 65 - 20% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/adamerose/pandasgui
```
PyPi (📥 1.6K / month · 📦 1 · ⏱️ 10.11.2020):
```
 pip install pandasgui
```

Pandas-Bokeh (🥉22 · ⭐ 600) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub (👨‍💻 11 · 🔀 75 · 📦 120 · 📋 72 - 29% open · ⏱️ 27.11.2020):
```
 git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 5.6K / month · 📦 10 · ⏱️ 27.11.2020):
```
 pip install pandas-bokeh
```

python-ternary (🥉22 · ⭐ 380) - Ternary plotting library for python with matplotlib. MIT

GitHub (👨‍💻 25 · 🔀 110 · 📥 14 · 📦 50 · 📋 100 - 23% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/marcharper/python-ternary
```
PyPi (📥 970 / month · 📦 10 · ⏱️ 10.05.2020):
```
 pip install python-ternary
```

Conda (📥 48K · ⏱️ 10.05.2020):

 conda install -c conda-forge python-ternary

vega (🥉22 · ⭐ 290) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 9 · 🔀 46 · 📋 87 - 9% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/vega/ipyvega
```
PyPi (📥 8.7K / month · 📦 150 · ⏱️ 15.05.2020):
```
 pip install vega
```
Conda (📥 370K · ⏱️ 10.12.2020):
```
 conda install -c conda-forge vega
```

joypy (🥉21 · ⭐ 310) - Joyplots in Python with matplotlib & pandas. MIT

GitHub (👨‍💻 5 · 🔀 32 · 📦 62 · 📋 38 - 10% open · ⏱️ 28.12.2020):
```
 git clone https://github.com/sbebo/joypy
```
PyPi (📥 2.7K / month · 📦 6 · ⏱️ 28.12.2020):
```
 pip install joypy
```
Conda (📥 7.8K · ⏱️ 28.12.2020):
```
 conda install -c conda-forge joypy
```

HiPlot (🥉19 · ⭐ 1.9K) - HiPlot makes understanding high dimensional data easy. MIT

GitHub (👨‍💻 6 · 🔀 89 · 📦 2 · 📋 47 - 12% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/facebookresearch/hiplot
```
PyPi (📥 1.9K / month · ⏱️ 23.12.2020):
```
 pip install hiplot
```
Conda (📥 41K · ⏱️ 23.12.2020):
```
 conda install -c conda-forge hiplot
```

Sweetviz (🥉19 · ⭐ 1.2K) - Visualize and compare datasets, target values and associations, with one.. MIT

GitHub (👨‍💻 6 · 🔀 130 · 📋 64 - 32% open · ⏱️ 10.12.2020):
```
 git clone https://github.com/fbdesignpro/sweetviz
```
PyPi (📥 7.2K / month · ⏱️ 10.12.2020):
```
 pip install sweetviz
```

lets-plot (🥉19 · ⭐ 480) - An open-source plotting library for statistical data. MIT

GitHub (👨‍💻 14 · 🔀 16 · 📋 110 - 36% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 5.1K / month · ⏱️ 23.12.2020):
```
 pip install lets-plot
```

animatplot (🥉19 · ⭐ 350) - A python package for animating plots build on matplotlib. MIT

GitHub (👨‍💻 7 · 🔀 33 · 📦 14 · 📋 31 - 51% open · ⏱️ 05.10.2020):
```
 git clone https://github.com/t-makaro/animatplot
```
PyPi (📥 120 / month · 📦 1 · ⏱️ 05.10.2020):
```
 pip install animatplot
```

Conda (📥 5.1K · ⏱️ 06.10.2020):

 conda install -c conda-forge animatplot

AutoViz (🥉19 · ⭐ 290) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub (👨‍💻 10 · 🔀 54 · 📦 26 · 📋 21 - 23% open · ⏱️ 21.12.2020):
```
 git clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 910 / month · ⏱️ 10.12.2020):
```
 pip install autoviz
```

PyWaffle (🥉18 · ⭐ 380) - Make Waffle Charts in Python. MIT

GitHub (👨‍💻 6 · 🔀 61 · 📦 39 · 📋 12 - 16% open · ⏱️ 26.07.2020):
```
 git clone https://github.com/gyli/PyWaffle
```
PyPi (📥 740 / month · ⏱️ 26.07.2020):
```
 pip install pywaffle
```

FiftyOne (🥉18 · ⭐ 180 · ➕) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 10 · 🔀 15 · 📋 290 - 38% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 570 / month · ⏱️ 16.01.2021):
```
 pip install fiftyone
```

nx-altair (🥉13 · ⭐ 150 · 💤) - Draw interactive NetworkX graphs with Altair. MIT

GitHub (👨‍💻 3 · 🔀 19 · 📋 8 - 50% open · ⏱️ 02.06.2020):
```
 git clone https://github.com/Zsailer/nx_altair
```
PyPi (📥 130 / month · 📦 2 · ⏱️ 02.06.2020):
```
 pip install nx-altair
```

Show 6 hidden projects...

plotnine (🥈28 · ⭐ 2.5K) - A grammar of graphics for Python. ❗️GPL-2.0
PDPbox (🥉23 · ⭐ 520 · 💀) - python partial dependence plot toolbox. MIT
pivottablejs (🥉19 · ⭐ 410 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
ivis (🥉18 · ⭐ 220) - Dimensionality reduction in very large datasets using Siamese.. ❗️GPL-2.0
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
nptsne (🥉14 · ⭐ 24) - nptsne is a numpy compatible python binary package that offers a number.. Apache-2

Text Data & NLP

Libraries for processing, cleaning, manipulating, and analyzing text data as well as libraries for NLP tasks such as language detection, fuzzy matching, classification, seq2seq learning, conversational AI, keyword extraction, and translation.

spaCy (🥇37 · ⭐ 18K) - Industrial-strength Natural Language Processing (NLP) with Python and Cython. MIT

GitHub (👨‍💻 540 · 🔀 3.2K · 📥 2.9K · 📦 20K · 📋 4.2K - 2% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 840K / month · 📦 3.1K · ⏱️ 11.12.2020):
```
 pip install spacy
```
Conda (📥 1.4M · ⏱️ 18.12.2020):
```
 conda install -c conda-forge spacy
```

transformers (🥇36 · ⭐ 40K) - Transformers: State-of-the-art Natural Language.. Apache-2

GitHub (👨‍💻 750 · 🔀 9.7K · 📥 1.2K · 📦 7K · 📋 5.7K - 9% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 640K / month · 📦 130 · ⏱️ 14.01.2021):
```
 pip install transformers
```

Conda (📥 15K · ⏱️ 14.01.2021):

 conda install -c conda-forge transformers

nltk (🥇34 · ⭐ 9.6K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 390 · 🔀 2.4K · 📦 86K · 📋 1.5K - 16% open · ⏱️ 02.01.2021):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 4.6M / month · 📦 21K · ⏱️ 12.04.2020):
```
 pip install nltk
```
Conda (📥 610K · ⏱️ 08.08.2019):
```
 conda install -c conda-forge nltk
```

Rasa (🥇32 · ⭐ 11K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 450 · 🔀 3.2K · 📋 4.9K - 11% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 69K / month · 📦 64 · ⏱️ 12.01.2021):
```
 pip install rasa
```

fairseq (🥇31 · ⭐ 11K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT

GitHub (👨‍💻 280 · 🔀 2.7K · 📥 57 · 📦 270 · 📋 2.4K - 25% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/pytorch/fairseq
```
PyPi (📥 8.4K / month · 📦 20 · ⏱️ 05.01.2021):
```
 pip install fairseq
```

ChatterBot (🥇31 · ⭐ 11K) - ChatterBot is a machine learning, conversational dialog engine for.. BSD-3

GitHub (👨‍💻 100 · 🔀 3.7K · 📦 3.1K · 📋 1.4K - 15% open · ⏱️ 20.08.2020):
```
 git clone https://github.com/gunthercox/ChatterBot
```
PyPi (📥 24K / month · 📦 680 · ⏱️ 22.08.2020):
```
 pip install chatterbot
```

sentencepiece (🥇31 · ⭐ 4.7K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 48 · 🔀 630 · 📥 9.6K · 📦 5.4K · 📋 410 - 5% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 980K / month · 📦 240 · ⏱️ 10.01.2021):
```
 pip install sentencepiece
```

Conda (📥 23K · ⏱️ 08.01.2021):

 conda install -c conda-forge sentencepiece

fastText (🥇30 · ⭐ 22K · 📈) - Library for fast text representation and classification. MIT

GitHub (👨‍💻 58 · 🔀 4.2K · 📦 1.4K · 📋 990 - 40% open · ⏱️ 18.07.2020):
```
 git clone https://github.com/facebookresearch/fastText
```
PyPi (📥 110K / month · 📦 190 · ⏱️ 28.04.2020):
```
 pip install fasttext
```
Conda (📥 17K · ⏱️ 12.10.2020):
```
 conda install -c conda-forge fasttext
```

flair (🥇30 · ⭐ 9.8K) - A very simple framework for state-of-the-art Natural Language.. MIT

GitHub (👨‍💻 160 · 🔀 1.4K · 📦 580 · 📋 1.4K - 7% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/flairNLP/flair
```
PyPi (📥 37K / month · 📦 48 · ⏱️ 01.12.2020):
```
 pip install flair
```

torchtext (🥇30 · ⭐ 2.6K) - Data loaders and abstractions for text and NLP. BSD-3

GitHub (👨‍💻 100 · 🔀 600 · 📦 3.6K · 📋 570 - 45% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 78K / month · 📦 680 · ⏱️ 10.12.2020):
```
 pip install torchtext
```

AllenNLP (🥈29 · ⭐ 9.6K) - An open-source NLP research library, built on PyTorch. Apache-2

GitHub (👨‍💻 230 · 🔀 2K · 📥 36 · 📦 1.4K · 📋 2.2K - 4% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/allenai/allennlp
```
PyPi (📥 16K / month · 📦 230 · ⏱️ 17.11.2020):
```
 pip install allennlp
```

TextBlob (🥈29 · ⭐ 7.5K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT

GitHub (👨‍💻 33 · 🔀 950 · 📥 88 · 📦 9.8K · 📋 220 - 31% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/sloria/TextBlob
```
PyPi (📥 240K / month · 📦 2.5K · ⏱️ 24.02.2019):
```
 pip install textblob
```
Conda (📥 110K · ⏱️ 24.02.2019):
```
 conda install -c conda-forge textblob
```

snowballstemmer (🥈29 · ⭐ 470) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 24 · 🔀 130 · 📦 42K · 📋 61 - 31% open · ⏱️ 23.11.2020):
```
 git clone https://github.com/snowballstem/snowball
```
PyPi (📥 2.1M / month · 📦 13K · ⏱️ 03.10.2019):
```
 pip install snowballstemmer
```

Conda (📥 2M · ⏱️ 03.10.2019):

 conda install -c conda-forge snowballstemmer

Tokenizers (🥈28 · ⭐ 4.2K · 📈) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 40 · 🔀 310 · 📦 24 · 📋 370 - 21% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 840K / month · ⏱️ 12.01.2021):
```
 pip install tokenizers
```

Conda (📥 18K · ⏱️ 19.11.2020):

 conda install -c conda-forge tokenizers

sentence-transformers (🥈28 · ⭐ 3.9K · ➕) - Multilingual Sentence Embeddings using BERT / RoBERTa.. Apache-2 bert xlnet

GitHub (👨‍💻 38 · 🔀 740 · 📦 560 · 📋 640 - 46% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 76K / month · ⏱️ 04.01.2021):
```
 pip install sentence-transformers
```

Dedupe (🥈28 · ⭐ 2.9K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 55 · 🔀 400 · 📦 180 · 📋 620 - 8% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 47K / month · 📦 78 · ⏱️ 06.09.2020):
```
 pip install dedupe
```

phonenumbers (🥈28 · ⭐ 2.6K) - Python port of Google's libphonenumber. Apache-2

GitHub (👨‍💻 22 · 🔀 330 · 📋 110 - 2% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/daviddrysdale/python-phonenumbers
```
PyPi (📥 670K / month · 📦 2.3K · ⏱️ 12.01.2021):
```
 pip install phonenumbers
```

Conda (📥 370K · ⏱️ 04.08.2019):

 conda install -c conda-forge phonenumbers

inflect (🥈28 · ⭐ 470) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT

GitHub (👨‍💻 25 · 🔀 57 · 📋 71 - 18% open · ⏱️ 15.11.2020):
```
 git clone https://github.com/jaraco/inflect
```
PyPi (📥 860K / month · 📦 1.4K · ⏱️ 15.11.2020):
```
 pip install inflect
```
Conda (📥 120K · ⏱️ 08.01.2021):
```
 conda install -c conda-forge inflect
```

OpenNMT (🥈27 · ⭐ 4.8K) - Open Source Neural Machine Translation in PyTorch. MIT

GitHub (👨‍💻 160 · 🔀 1.8K · 📦 65 · 📋 1.2K - 7% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 4K / month · 📦 4 · ⏱️ 10.11.2020):
```
 pip install OpenNMT-py
```

GluonNLP (🥈27 · ⭐ 2.2K) - Toolkit that enables easy text preprocessing, datasets loading.. Apache-2

GitHub (👨‍💻 78 · 🔀 490 · 📦 370 · 📋 510 - 44% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/dmlc/gluon-nlp
```
PyPi (📥 31K / month · 📦 11 · ⏱️ 13.08.2020):
```
 pip install gluonnlp
```

Jina (🥈27 · ⭐ 1.9K · 📈) - An easier way to build neural search in the cloud. Apache-2

GitHub (👨‍💻 81 · 🔀 320 · 📦 45 · 📋 590 - 7% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/jina-ai/jina
```
PyPi (📥 1.9K / month · ⏱️ 17.01.2021):
```
 pip install jina
```
Docker Hub (📥 74K · ⏱️ 17.01.2021):
```
 docker pull jinaai/jina
```

textacy (🥈27 · ⭐ 1.6K) - NLP, before and after spaCy. Apache-2

GitHub (👨‍💻 29 · 🔀 210 · 📋 220 - 13% open · ⏱️ 09.01.2021):
```
 git clone https://github.com/chartbeat-labs/textacy
```
PyPi (📥 19K / month · 📦 77 · ⏱️ 29.08.2020):
```
 pip install textacy
```
Conda (📥 74K · ⏱️ 19.11.2020):
```
 conda install -c conda-forge textacy
```

DeepPavlov (🥈26 · ⭐ 4.9K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (👨‍💻 61 · 🔀 890 · 📦 170 · 📋 520 - 15% open · ⏱️ 24.12.2020):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 4.3K / month · 📦 4 · ⏱️ 24.12.2020):
```
 pip install deeppavlov
```

TensorFlow Text (🥈26 · ⭐ 680) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 31 · 🔀 85 · 📦 420 · 📋 120 - 31% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 150K / month · 📦 4 · ⏱️ 13.01.2021):
```
 pip install tensorflow-text
```

ftfy (🥈25 · ⭐ 2.9K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

GitHub (👨‍💻 17 · 🔀 98 · 📦 2.6K · 📋 110 - 14% open · ⏱️ 17.07.2020):
```
 git clone https://github.com/LuminosoInsight/python-ftfy
```
PyPi (📥 250K / month · 📦 760 · ⏱️ 20.07.2020):
```
 pip install ftfy
```
Conda (📥 94K · ⏱️ 03.02.2019):
```
 conda install -c conda-forge ftfy
```

vaderSentiment (🥈25 · ⭐ 2.7K · 💤) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT

GitHub (👨‍💻 10 · 🔀 720 · 📦 2.2K · 📋 98 - 24% open · ⏱️ 22.05.2020):
```
 git clone https://github.com/cjhutto/vaderSentiment
```
PyPi (📥 100K / month · 📦 290 · ⏱️ 22.05.2020):
```
 pip install vadersentiment
```

TextDistance (🥈25 · ⭐ 1.9K · 💤) - Compute distance between sequences. 30+ algorithms, pure.. MIT

GitHub (👨‍💻 7 · 🔀 160 · 📥 96 · 📦 300 · ⏱️ 13.04.2020):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 92K / month · 📦 28 · ⏱️ 13.04.2020):
```
 pip install textdistance
```

Conda (📥 17K · ⏱️ 10.11.2020):

 conda install -c conda-forge textdistance

spark-nlp (🥈25 · ⭐ 1.8K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 73 · 🔀 390 · 📋 400 - 17% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 370K / month · ⏱️ 04.01.2021):
```
 pip install spark-nlp
```

jellyfish (🥈25 · ⭐ 1.4K) - a python library for doing approximate and phonetic matching of.. BSD-2

GitHub (👨‍💻 20 · 🔀 120 · 📦 2K · 📋 95 - 9% open · ⏱️ 30.12.2020):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 740K / month · 📦 650 · ⏱️ 21.05.2020):
```
 pip install jellyfish
```

Conda (📥 110K · ⏱️ 08.01.2021):

 conda install -c conda-forge jellyfish

haystack (🥈25 · ⭐ 1.3K) - Transformers at scale for question answering & neural search. Using.. Apache-2

GitHub (👨‍💻 29 · 🔀 220 · 📦 25 · 📋 420 - 13% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 2.3K / month · 📦 74 · ⏱️ 03.07.2017):
```
 pip install haystack
```

ParlAI (🥉24 · ⭐ 6.9K) - A framework for training and evaluating AI models on a variety of.. MIT

GitHub (👨‍💻 140 · 🔀 1.4K · 📦 5 · 📋 940 - 11% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/facebookresearch/ParlAI
```
PyPi (📥 670 / month · ⏱️ 16.12.2020):
```
 pip install parlai
```

PyText (🥉24 · ⭐ 6.1K) - A natural language modeling framework based on PyTorch. BSD-3

GitHub (👨‍💻 150 · 🔀 760 · 📥 210 · 📦 58 · 📋 190 - 60% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/facebookresearch/pytext
```
PyPi (📥 220 / month · 📦 1 · ⏱️ 27.04.2020):
```
 pip install pytext-nlp
```

stanza (🥉24 · ⭐ 5.1K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2

GitHub (👨‍💻 28 · 🔀 630 · 📋 430 - 12% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 12K / month · 📦 2 · ⏱️ 13.08.2020):
```
 pip install stanza
```
Conda (📥 3K · ⏱️ 13.08.2020):
```
 conda install -c stanfordnlp stanza
```

textgenrnn (🥉24 · ⭐ 4.2K) - Easily train your own text-generating neural network of any size.. MIT

GitHub (👨‍💻 19 · 🔀 650 · 📥 390 · 📦 580 · 📋 190 - 57% open · ⏱️ 14.07.2020):
```
 git clone https://github.com/minimaxir/textgenrnn
```
PyPi (📥 1.6K / month · 📦 14 · ⏱️ 02.02.2020):
```
 pip install textgenrnn
```

T5 (🥉24 · ⭐ 3.1K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 28 · 🔀 420 · 📦 20 · 📋 320 - 11% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/google-research/text-to-text-transfer-transformer
```
PyPi (📥 5.7K / month · ⏱️ 18.12.2020):
```
 pip install t5
```

Sumy (🥉24 · ⭐ 2.5K) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 20 · 🔀 430 · 📦 630 · 📋 88 - 11% open · ⏱️ 21.11.2020):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi (📥 5.2K / month · 📦 190 · ⏱️ 19.05.2019):
```
 pip install sumy
```

fastNLP (🥉24 · ⭐ 2K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2

GitHub (👨‍💻 48 · 🔀 350 · 📥 54 · 📦 21 · 📋 140 - 11% open · ⏱️ 23.11.2020):
```
 git clone https://github.com/fastnlp/fastNLP
```
PyPi (📥 930 / month · 📦 1 · ⏱️ 04.02.2019):
```
 pip install fastnlp
```

PyTextRank (🥉24 · ⭐ 1.4K) - Python implementation of TextRank for phrase extraction and.. MIT

GitHub (👨‍💻 10 · 🔀 290 · 📦 120 · 📋 54 - 31% open · ⏱️ 21.09.2020):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 11K / month · 📦 6 · ⏱️ 15.09.2020):
```
 pip install pytextrank
```

CLTK (🥉24 · ⭐ 630) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 110 · 🔀 300 · 📥 22 · 📦 150 · 📋 480 - 25% open · ⏱️ 09.01.2021):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 1.1K / month · 📦 68 · ⏱️ 01.01.2021):
```
 pip install cltk
```

pyahocorasick (🥉24 · ⭐ 570) - Python module (C extension and plain python) implementing Aho-.. BSD-3

GitHub (👨‍💻 20 · 🔀 86 · 📦 470 · 📋 96 - 32% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/WojciechMula/pyahocorasick
```
PyPi (📥 89K / month · 📦 64 · ⏱️ 14.01.2019):
```
 pip install pyahocorasick
```

Conda (📥 110K · ⏱️ 13.10.2020):

 conda install -c conda-forge pyahocorasick

Ciphey (🥉23 · ⭐ 6.1K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT

GitHub (👨‍💻 38 · 🔀 340 · 📋 220 - 21% open · ⏱️ 02.01.2021):
```
 git clone https://github.com/Ciphey/Ciphey
```
PyPi (📥 4.1K / month · ⏱️ 02.12.2020):
```
 pip install ciphey
```
Docker Hub (📥 7.3K · ⭐ 1 · ⏱️ 17.12.2020):
```
 docker pull remnux/ciphey
```

flashtext (🥉23 · ⭐ 4.6K · 💤) - Extract Keywords from sentence or Replace keywords in sentences. MIT

GitHub (👨‍💻 8 · 🔀 520 · 📦 340 · 📋 97 - 49% open · ⏱️ 03.05.2020):
```
 git clone https://github.com/vi3k6i5/flashtext
```
PyPi (📥 220K / month · 📦 32 · ⏱️ 16.02.2018):
```
 pip install flashtext
```

neuralcoref (🥉23 · ⭐ 2.2K) - Fast Coreference Resolution in spaCy with Neural Networks. MIT

GitHub (👨‍💻 20 · 🔀 380 · 📥 160 · 📦 280 · 📋 260 - 16% open · ⏱️ 29.12.2020):
```
 git clone https://github.com/huggingface/neuralcoref
```
PyPi (📥 2.8K / month · 📦 18 · ⏱️ 08.04.2019):
```
 pip install neuralcoref
```

Conda (📥 5.7K · ⏱️ 21.02.2020):

 conda install -c conda-forge neuralcoref

sense2vec (🥉23 · ⭐ 1.1K · 💤) - Contextually-keyed word vectors. MIT

GitHub (👨‍💻 14 · 🔀 200 · 📥 12K · 📦 48 · 📋 93 - 16% open · ⏱️ 29.05.2020):
```
 git clone https://github.com/explosion/sense2vec
```
PyPi (📥 2.4K / month · 📦 6 · ⏱️ 22.11.2019):
```
 pip install sense2vec
```

Conda (📥 14K · ⏱️ 16.03.2020):

 conda install -c conda-forge sense2vec

spacy-transformers (🥉23 · ⭐ 870) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 14 · 🔀 99 · 📦 72 · 📋 180 - 26% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 8.8K / month · 📦 3 · ⏱️ 14.10.2020):
```
 pip install spacy-transformers
```

SciSpacy (🥉23 · ⭐ 780) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 15 · 🔀 120 · 📦 200 · 📋 150 - 11% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/allenai/scispacy
```
PyPi (📥 7.2K / month · 📦 12 · ⏱️ 16.10.2020):
```
 pip install scispacy
```

pySBD (🥉23 · ⭐ 260) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT

GitHub (👨‍💻 6 · 🔀 25 · 📦 97 · 📋 47 - 8% open · ⏱️ 01.12.2020):
```
 git clone https://github.com/nipunsadvilkar/pySBD
```
PyPi (📥 9K / month · 📦 2 · ⏱️ 08.10.2020):
```
 pip install pysbd
```

Snips NLU (🥉22 · ⭐ 3.4K · 💤) - Snips Python library to extract meaning from text. Apache-2

GitHub (👨‍💻 21 · 🔀 460 · 📋 250 - 20% open · ⏱️ 08.02.2020):
```
 git clone https://github.com/snipsco/snips-nlu
```
PyPi (📥 990 / month · 📦 8 · ⏱️ 15.01.2020):
```
 pip install snips-nlu
```

pytorch-nlp (🥉22 · ⭐ 1.8K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3

GitHub (👨‍💻 17 · 🔀 220 · 📦 170 · 📋 63 - 22% open · ⏱️ 11.10.2020):
```
 git clone https://github.com/PetrochukM/PyTorch-NLP
```
PyPi (📥 2.7K / month · 📦 18 · ⏱️ 04.11.2019):
```
 pip install pytorch-nlp
```

scattertext (🥉22 · ⭐ 1.5K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 10 · 🔀 200 · 📦 140 · 📋 70 - 24% open · ⏱️ 18.12.2020):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 2.3K / month · 📦 8 · ⏱️ 14.12.2020):
```
 pip install scattertext
```

Conda (📥 43K · ⏱️ 18.12.2020):

 conda install -c conda-forge scattertext

fast-bert (🥉22 · ⭐ 1.5K) - Super easy library for BERT based NLP models. Apache-2

GitHub (👨‍💻 34 · 🔀 300 · 📋 230 - 60% open · ⏱️ 17.12.2020):
```
 git clone https://github.com/kaushaltrivedi/fast-bert
```
PyPi (📥 1.8K / month · 📦 2 · ⏱️ 09.12.2020):
```
 pip install fast-bert
```

NLP Architect (🥉21 · ⭐ 2.6K) - A model library for exploring state-of-the-art deep learning.. Apache-2

GitHub (👨‍💻 36 · 🔀 390 · 📦 7 · 📋 120 - 13% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/IntelLabs/nlp-architect
```
PyPi (📥 180 / month · ⏱️ 12.04.2020):
```
 pip install nlp-architect
```

Texar (🥉21 · ⭐ 2.1K) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2

GitHub (👨‍💻 41 · 🔀 330 · 📦 12 · 📋 160 - 20% open · ⏱️ 29.07.2020):
```
 git clone https://github.com/asyml/texar
```
PyPi (📥 81 / month · 📦 2 · ⏱️ 19.11.2019):
```
 pip install texar
```

DeepMatcher (🥉20 · ⭐ 3.4K · 💤) - Python package for performing Entity and Text Matching using.. BSD-3

GitHub (👨‍💻 7 · 🔀 1.3K · 📦 9 · 📋 62 - 75% open · ⏱️ 20.04.2020):
```
 git clone https://github.com/anhaidgroup/deepmatcher
```
PyPi (📥 250 / month · ⏱️ 30.12.2019):
```
 pip install deepmatcher
```

gpt-2-simple (🥉20 · ⭐ 2.4K · 💤) - Python package to easily retrain OpenAI's GPT-2 text-.. MIT

GitHub (👨‍💻 16 · 🔀 490 · 📥 190 · 📋 220 - 58% open · ⏱️ 24.04.2020):
```
 git clone https://github.com/minimaxir/gpt-2-simple
```
PyPi (📥 5.3K / month · 📦 3 · ⏱️ 28.12.2019):
```
 pip install gpt-2-simple
```

NeMo (🥉20 · ⭐ 2.3K) - NeMo: a toolkit for conversational AI. Apache-2

GitHub (👨‍💻 68 · 🔀 360 · 📥 400 · 📋 410 - 39% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 1.7K / month · 📦 4 · ⏱️ 11.12.2020):
```
 pip install nemo-toolkit
```

Texthero (🥉20 · ⭐ 2.1K) - Text preprocessing, representation and visualization from zero to hero. MIT

GitHub (👨‍💻 18 · 🔀 180 · 📥 61 · 📋 120 - 60% open · ⏱️ 03.11.2020):
```
 git clone https://github.com/jbesomi/texthero
```
PyPi (📥 2.2K / month · ⏱️ 06.07.2020):
```
 pip install texthero
```

DELTA (🥉20 · ⭐ 1.4K) - DELTA is a deep learning based natural language and speech.. Apache-2

GitHub (👨‍💻 41 · 🔀 270 · 📋 75 - 12% open · ⏱️ 17.12.2020):
```
 git clone https://github.com/Delta-ML/delta
```
PyPi (📥 8 / month · ⏱️ 27.03.2020):
```
 pip install delta-nlp
```
Docker Hub (📥 12K · ⏱️ 16.01.2021):
```
 docker pull zh794390558/delta
```

FARM (🥉20 · ⭐ 1.1K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2

GitHub (👨‍💻 29 · 🔀 150 · 📋 320 - 10% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/deepset-ai/FARM
```
PyPi (📥 3.6K / month · 📦 2 · ⏱️ 12.01.2021):
```
 pip install farm
```

Sockeye (🥉20 · ⭐ 980) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2

GitHub (👨‍💻 52 · 🔀 290 · 📋 240 - 8% open · ⏱️ 08.01.2021):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 560 / month · 📦 2 · ⏱️ 08.01.2021):
```
 pip install sockeye
```

finetune (🥉20 · ⭐ 630) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 18 · 🔀 67 · 📦 9 · 📋 130 - 13% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 150 / month · 📦 2 · ⏱️ 10.01.2020):
```
 pip install finetune
```

Kashgari (🥉19 · ⭐ 2K) - Kashgari is a production-level NLP Transfer learning framework.. Apache-2

GitHub (👨‍💻 19 · 🔀 380 · 📦 19 · 📋 330 - 9% open · ⏱️ 29.10.2020):
```
 git clone https://github.com/BrikerMan/Kashgari
```
PyPi (📥 120 / month · 📦 1 · ⏱️ 26.06.2019):
```
 pip install kashgari-tf
```

YouTokenToMe (🥉19 · ⭐ 710 · 💤) - Unsupervised text tokenizer focused on computational efficiency. MIT

GitHub (👨‍💻 6 · 🔀 42 · 📦 94 · 📋 41 - 51% open · ⏱️ 13.02.2020):
```
 git clone https://github.com/vkcom/youtokentome
```
PyPi (📥 5.4K / month · 📦 6 · ⏱️ 12.02.2020):
```
 pip install youtokentome
```

textpipe (🥉19 · ⭐ 260) - Textpipe: clean and extract metadata from text. MIT

GitHub (👨‍💻 27 · 🔀 17 · 📦 7 · 📋 44 - 45% open · ⏱️ 12.10.2020):
```
 git clone https://github.com/textpipe/textpipe
```
PyPi (📥 500 / month · 📦 1 · ⏱️ 12.10.2020):
```
 pip install textpipe
```

skift (🥉18 · ⭐ 210) - scikit-learn wrappers for Python fastText. MIT

GitHub (👨‍💻 6 · 🔀 22 · 📦 8 · 📋 10 - 20% open · ⏱️ 07.09.2020):
```
 git clone https://github.com/shaypal5/skift
```
PyPi (📥 1.2K / month · ⏱️ 27.08.2020):
```
 pip install skift
```

Camphr (🥉17 · ⭐ 320) - spaCy plugin for Transformers , Udify, ELmo, etc. Apache-2 spacy

GitHub (👨‍💻 7 · 🔀 15 · 📋 27 - 48% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/PKSHATechnology-Research/camphr
```
PyPi (📥 370 / month · ⏱️ 25.12.2020):
```
 pip install camphr
```

VizSeq (🥉16 · ⭐ 300) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 3 · 🔀 39 · 📦 1 · 📋 15 - 46% open · ⏱️ 13.12.2020):
```
 git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 44 / month · ⏱️ 07.08.2020):
```
 pip install vizseq
```

Translate (🥉15 · ⭐ 680) - Translate - a PyTorch Language Library. BSD-3

GitHub (👨‍💻 84 · 🔀 160 · 📋 93 - 70% open · ⏱️ 29.12.2020):
```
 git clone https://github.com/pytorch/translate
```
PyPi (📥 3 / month · ⏱️ 01.05.2018):
```
 pip install pytorch-translate
```

Headliner (🥉15 · ⭐ 220 · 💤) - Easy training and deployment of seq2seq models. MIT

GitHub (👨‍💻 2 · 🔀 37 · 📦 3 · 📋 14 - 7% open · ⏱️ 14.02.2020):
```
 git clone https://github.com/as-ideas/headliner
```
PyPi (📥 110 / month · 📦 1 · ⏱️ 24.01.2020):
```
 pip install headliner
```

NeuralQA (🥉15 · ⭐ 180) - NeuralQA: A Usable Library for Question Answering on Large Datasets with.. MIT

GitHub (👨‍💻 3 · 🔀 23 · 📦 2 · 📋 26 - 69% open · ⏱️ 16.12.2020):
```
 git clone https://github.com/victordibia/neuralqa
```
PyPi (📥 34 / month · ⏱️ 29.07.2020):
```
 pip install neuralqa
```

OpenNRE (🥉14 · ⭐ 2.9K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (👨‍💻 9 · 🔀 830 · 📋 300 - 5% open · ⏱️ 24.11.2020):
```
 git clone https://github.com/thunlp/OpenNRE
```

TransferNLP (🥉14 · ⭐ 280 · 💤) - NLP library designed for reproducible experimentation.. MIT

GitHub (👨‍💻 7 · 🔀 18 · 📋 23 - 17% open · ⏱️ 28.05.2020):
```
 git clone https://github.com/feedly/transfer-nlp
```
PyPi (📥 39 / month · ⏱️ 28.05.2020):
```
 pip install transfer-nlp
```

textvec (🥉14 · ⭐ 150) - Text vectorization tool to outperform TFIDF for classification tasks. MIT

GitHub (👨‍💻 5 · 🔀 21 · 📦 2 · 📋 8 - 25% open · ⏱️ 03.12.2020):
```
 git clone https://github.com/textvec/textvec
```
PyPi (📥 84 / month · ⏱️ 03.12.2020):
```
 pip install textvec
```

Show 10 hidden projects...

gensim (🥇35 · ⭐ 12K) - Topic Modelling for Humans. ❗️LGPL-2.1
fuzzywuzzy (🥈29 · ⭐ 7.8K · 💤) - Fuzzy String Matching in Python. ❗️GPL-2.0
langid (🥈26 · ⭐ 1.7K · 💀) - Stand-alone language identification system. BSD-3
polyglot (🥉24 · ⭐ 1.7K) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
anaGo (🥉22 · ⭐ 1.4K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
MatchZoo (🥉21 · ⭐ 3.3K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
stop-words (🥉20 · ⭐ 120 · 💀) - Get list of common stop words in various languages in Python. BSD-3
pyfasttext (🥉19 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
NeuroNER (🥉18 · ⭐ 1.5K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
ONNX-T5 (🥉11 · ⭐ 130 · 🐣) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2

Image Data

Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.

Pillow (🥇39 · ⭐ 8.1K · 📈) - The friendly PIL fork (Python Imaging Library). ❗️PIL

GitHub (👨‍💻 340 · 🔀 1.6K · 📦 380K · 📋 2.1K - 11% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 13M / month · 📦 110K · ⏱️ 02.01.2021):
```
 pip install Pillow
```
Conda (📥 6.7M · ⏱️ 11.01.2021):
```
 conda install -c conda-forge pillow
```

torchvision (🥇36 · ⭐ 8.2K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 350 · 🔀 4.2K · 📦 39K · 📋 1.5K - 29% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 700K / month · 📦 4.6K · ⏱️ 10.12.2020):
```
 pip install torchvision
```

Conda (📥 34K · ⏱️ 14.10.2018):

 conda install -c conda-forge torchvision

scikit-image (🥇36 · ⭐ 4.1K) - Image processing in Python. BSD-2

GitHub (👨‍💻 480 · 🔀 1.7K · 📦 59K · 📋 2.1K - 30% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/scikit-image/scikit-image
```
PyPi (📥 1.7M / month · 📦 15K · ⏱️ 23.12.2020):
```
 pip install scikit-image
```

Conda (📥 2.1M · ⏱️ 23.12.2020):

 conda install -c conda-forge scikit-image

imgaug (🥇31 · ⭐ 11K · 💤) - Image augmentation for machine learning experiments. MIT

GitHub (👨‍💻 36 · 🔀 2K · 📦 5K · 📋 420 - 51% open · ⏱️ 01.06.2020):
```
 git clone https://github.com/aleju/imgaug
```
PyPi (📥 120K / month · 📦 280 · ⏱️ 05.02.2020):
```
 pip install imgaug
```
Conda (📥 31K · ⏱️ 14.02.2020):
```
 conda install -c conda-forge imgaug
```

imageio (🥇31 · ⭐ 820) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 71 · 🔀 160 · 📦 35K · 📋 330 - 18% open · ⏱️ 08.01.2021):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 1.8M / month · 📦 3.8K · ⏱️ 06.07.2020):
```
 pip install imageio
```
Conda (📥 1.6M · ⏱️ 06.07.2020):
```
 conda install -c conda-forge imageio
```

opencv-python (🥈30 · ⭐ 1.7K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 27 · 🔀 310 · 📋 390 - 4% open · ⏱️ 28.12.2020):
```
 git clone https://github.com/skvark/opencv-python
```
PyPi (📥 2.1M / month · 📦 13K · ⏱️ 02.01.2021):
```
 pip install opencv-python
```

Wand (🥈30 · ⭐ 1K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 94 · 🔀 180 · 📥 5.2K · 📦 3.1K · 📋 330 - 3% open · ⏱️ 08.12.2020):
```
 git clone https://github.com/emcconville/wand
```
PyPi (📥 110K / month · 📦 1.2K · ⏱️ 29.11.2020):
```
 pip install wand
```

Face Recognition (🥈29 · ⭐ 38K) - The world's simplest facial recognition api for Python.. MIT

GitHub (👨‍💻 45 · 🔀 11K · 📥 440 · 📋 1.1K - 51% open · ⏱️ 26.09.2020):
```
 git clone https://github.com/ageitgey/face_recognition
```
PyPi (📥 28K / month · 📦 410 · ⏱️ 21.08.2018):
```
 pip install face_recognition
```

MoviePy (🥈29 · ⭐ 7.2K) - Video editing with Python. MIT

GitHub (👨‍💻 140 · 🔀 1K · 📦 5.7K · 📋 1K - 33% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 110K / month · 📦 1.1K · ⏱️ 05.10.2020):
```
 pip install moviepy
```
Conda (📥 72K · ⏱️ 23.02.2020):
```
 conda install -c conda-forge moviepy
```

Albumentations (🥈28 · ⭐ 7.1K) - Fast image augmentation library and easy to use wrapper.. MIT

GitHub (👨‍💻 72 · 🔀 900 · 📦 2.5K · 📋 400 - 42% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 58K / month · 📦 130 · ⏱️ 29.11.2020):
```
 pip install albumentations
```

Conda (📥 14K · ⏱️ 29.11.2020):

 conda install -c conda-forge albumentations

GluonCV (🥈28 · ⭐ 4.5K) - Gluon CV Toolkit. Apache-2

GitHub (👨‍💻 110 · 🔀 1K · 📦 400 · 📋 740 - 49% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 66K / month · 📦 30 · ⏱️ 15.01.2021):
```
 pip install gluoncv
```

Kornia (🥈28 · ⭐ 3.5K) - Open Source Differentiable Computer Vision Library for PyTorch. Apache-2

GitHub (👨‍💻 82 · 🔀 340 · 📦 230 · 📋 340 - 29% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 14K / month · ⏱️ 20.10.2020):
```
 pip install kornia
```

imutils (🥈28 · ⭐ 3.5K · 📈) - A series of convenience functions to make basic image processing.. MIT

GitHub (👨‍💻 20 · 🔀 870 · 📦 12K · 📋 200 - 63% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/jrosebr1/imutils
```
PyPi (📥 150K / month · 📦 1.2K · ⏱️ 15.01.2021):
```
 pip install imutils
```
Conda (📥 34K · ⏱️ 15.01.2021):
```
 conda install -c conda-forge imutils
```

ImageHash (🥈28 · ⭐ 1.8K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 17 · 🔀 250 · 📦 1.9K · 📋 87 - 19% open · ⏱️ 03.01.2021):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 330K / month · 📦 530 · ⏱️ 19.11.2020):
```
 pip install ImageHash
```

Conda (📥 97K · ⏱️ 19.11.2020):

 conda install -c conda-forge imagehash

PyTorch Image Models (🥈27 · ⭐ 6.6K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

GitHub (👨‍💻 26 · 🔀 920 · 📥 180K · 📦 250 · 📋 230 - 9% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/rwightman/pytorch-image-models
```

imageai (🥈27 · ⭐ 5.8K) - A python library built to empower developers to build applications and.. MIT

GitHub (👨‍💻 13 · 🔀 1.6K · 📥 520K · 📦 650 · 📋 590 - 31% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 5.3K / month · 📦 12 · ⏱️ 05.01.2021):
```
 pip install imageai
```

detectron2 (🥈26 · ⭐ 15K) - Detectron2 is FAIR's next-generation platform for object.. Apache-2

GitHub (👨‍💻 140 · 🔀 3.7K · 📦 150 · 📋 2.2K - 4% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/facebookresearch/detectron2
```

Conda (📥 12K · ⏱️ 05.08.2020):

 conda install -c conda-forge detectron2

InsightFace (🥈26 · ⭐ 8.4K) - Face Analysis Project on MXNet. MIT

GitHub (👨‍💻 14 · 🔀 2.9K · 📦 50 · 📋 1.3K - 52% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 4.4K / month · 📦 1 · ⏱️ 07.09.2019):
```
 pip install insightface
```

MMDetection (🥈25 · ⭐ 13K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 180 · 🔀 4.5K · 📦 18 · 📋 3.3K - 10% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/open-mmlab/mmdetection
```

Augmentor (🥈25 · ⭐ 4.3K · 💤) - Image augmentation library in Python for machine learning. MIT

GitHub (👨‍💻 22 · 🔀 780 · 📦 270 · 📋 180 - 63% open · ⏱️ 09.03.2020):
```
 git clone https://github.com/mdbloice/Augmentor
```
PyPi (📥 2.7K / month · 📦 42 · ⏱️ 17.01.2020):
```
 pip install Augmentor
```

PyTorch3D (🥈25 · ⭐ 4.2K) - PyTorch3D is FAIR's library of reusable components for deep.. MIT

GitHub (👨‍💻 50 · 🔀 460 · 📦 44 · 📋 460 - 12% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/facebookresearch/pytorch3d
```
PyPi (📥 4.2K / month · ⏱️ 12.11.2020):
```
 pip install pytorch3d
```
Conda (📥 5.7K · ⏱️ 12.11.2020):
```
 conda install -c pytorch3d pytorch3d
```

facenet-pytorch (🥈25 · ⭐ 1.8K) - Pretrained Pytorch face detection (MTCNN) and recognition.. MIT

GitHub (👨‍💻 11 · 🔀 370 · 📥 53K · 📦 250 · 📋 110 - 23% open · ⏱️ 19.11.2020):
```
 git clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 3.9K / month · 📦 3 · ⏱️ 19.11.2020):
```
 pip install facenet-pytorch
```

chainercv (🥈25 · ⭐ 1.4K · 💤) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT

GitHub (👨‍💻 39 · 🔀 320 · 📦 220 · 📋 220 - 24% open · ⏱️ 07.01.2020):
```
 git clone https://github.com/chainer/chainercv
```
PyPi (📥 3.3K / month · 📦 24 · ⏱️ 31.05.2019):
```
 pip install chainercv
```

mtcnn (🥈25 · ⭐ 1.4K) - MTCNN face detection implementation for TensorFlow, as a PIP package. MIT

GitHub (👨‍💻 14 · 🔀 370 · 📦 820 · 📋 89 - 59% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/ipazc/mtcnn
```
PyPi (📥 12K / month · 📦 42 · ⏱️ 14.11.2019):
```
 pip install mtcnn
```

mahotas (🥈25 · ⭐ 660) - Computer Vision in Python. MIT

GitHub (👨‍💻 30 · 🔀 120 · 📦 550 · 📋 69 - 18% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi (📥 8.3K / month · 📦 190 · ⏱️ 16.08.2020):
```
 pip install mahotas
```
Conda (📥 250K · ⏱️ 01.11.2020):
```
 conda install -c conda-forge mahotas
```

Face Alignment (🥉23 · ⭐ 4.6K) - 2D and 3D Face alignment library build using pytorch. BSD-3

GitHub (👨‍💻 21 · 🔀 1K · 📋 220 - 13% open · ⏱️ 30.12.2020):
```
 git clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 4.7K / month · 📦 6 · ⏱️ 22.12.2020):
```
 pip install face-alignment
```

segmentation_models (🥉23 · ⭐ 2.9K · 💤) - Segmentation models with pretrained backbones. Keras.. MIT

GitHub (👨‍💻 14 · 🔀 660 · 📋 380 - 37% open · ⏱️ 17.04.2020):
```
 git clone https://github.com/qubvel/segmentation_models
```
PyPi (📥 13K / month · 📦 12 · ⏱️ 10.01.2020):
```
 pip install segmentation_models
```

vidgear (🥉23 · ⭐ 1.6K) - High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub (👨‍💻 5 · 🔀 110 · 📥 300 · 📦 77 · 📋 130 - 3% open · ⏱️ 01.01.2021):
```
 git clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 01.01.2021):
```
 pip install vidgear
```

Image Deduplicator (🥉22 · ⭐ 3.3K) - Finding duplicate images made easy!. Apache-2

GitHub (👨‍💻 9 · 🔀 280 · 📦 8 · 📋 69 - 24% open · ⏱️ 23.11.2020):
```
 git clone https://github.com/idealo/imagededup
```
PyPi (📥 1.5K / month · 📦 1 · ⏱️ 22.11.2020):
```
 pip install imagededup
```

CellProfiler (🥉22 · ⭐ 530) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 120 · 🔀 270 · 📥 520 · 📦 3 · 📋 2.9K - 5% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 110 / month · ⏱️ 04.09.2017):
```
 pip install cellprofiler
```

pyvips (🥉22 · ⭐ 280) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 10 · 🔀 25 · 📦 130 · 📋 200 - 33% open · ⏱️ 27.12.2020):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 3.1K / month · 📦 22 · ⏱️ 18.12.2020):
```
 pip install pyvips
```
Conda (📥 6K · ⏱️ 14.10.2020):
```
 conda install -c conda-forge pyvips
```

Image Super-Resolution (🥉21 · ⭐ 2.4K) - Super-scale your images and run experiments with.. Apache-2

GitHub (👨‍💻 9 · 🔀 460 · 📦 38 · 📋 150 - 33% open · ⏱️ 11.11.2020):
```
 git clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 2.7K / month · 📦 4 · ⏱️ 08.01.2020):
```
 pip install ISR
```

Docker Hub (📥 120 · ⏱️ 01.04.2019):

 docker pull idealo/image-super-resolution-gpu

tensorflow-graphics (🥉21 · ⭐ 2.4K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (👨‍💻 30 · 🔀 270 · 📋 170 - 51% open · ⏱️ 30.10.2020):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 910 / month · 📦 3 · ⏱️ 20.05.2020):
```
 pip install tensorflow-graphics
```

Luminoth (🥉21 · ⭐ 2.3K · 💤) - Deep Learning toolkit for Computer Vision. BSD-3

GitHub (👨‍💻 15 · 🔀 400 · 📥 11K · 📦 27 · 📋 180 - 28% open · ⏱️ 07.01.2020):
```
 git clone https://github.com/tryolabs/luminoth
```
PyPi (📥 500 / month · ⏱️ 09.11.2018):
```
 pip install luminoth
```

Caer (🥉21 · ⭐ 310 · 🐣) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT

GitHub (👨‍💻 2 · 🔀 39 · 📥 14 · 📋 9 - 33% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/jasmcaus/caer
```
PyPi (📥 680K / month · ⏱️ 15.01.2021):
```
 pip install caer
```

MMF (🥉20 · ⭐ 4K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 50 · 🔀 590 · 📦 6 · 📋 410 - 21% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 140 / month · ⏱️ 11.06.2020):
```
 pip install mmf
```

image-match (🥉20 · ⭐ 2.5K) - Quickly search over billions of images. Apache-2

GitHub (👨‍💻 17 · 🔀 350 · 📋 94 - 50% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/EdjoLabs/image-match
```
PyPi (📥 290 / month · 📦 3 · ⏱️ 13.02.2017):
```
 pip install image_match
```

Classy Vision (🥉20 · ⭐ 1K) - An end-to-end PyTorch framework for image and video.. MIT

GitHub (👨‍💻 53 · 🔀 190 · 📋 89 - 51% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 140 / month · ⏱️ 20.11.2020):
```
 pip install classy_vision
```

Conda (📥 5.5K · ⏱️ 11.12.2020):

 conda install -c conda-forge classy_vision

nude.py (🥉20 · ⭐ 790) - Nudity detection with Python. MIT

GitHub (👨‍💻 12 · 🔀 130 · 📦 54 · 📋 8 - 75% open · ⏱️ 23.11.2020):
```
 git clone https://github.com/hhatto/nude.py
```
PyPi (📥 580 / month · 📦 9 · ⏱️ 23.11.2020):
```
 pip install nudepy
```

vit-pytorch (🥉19 · ⭐ 2.2K · 🐣) - Implementation of Vision Transformer, a simple way to.. MIT

GitHub (👨‍💻 4 · 🔀 190 · 📦 4 · 📋 59 - 37% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 1.2K / month · ⏱️ 11.01.2021):
```
 pip install vit-pytorch
```

Torch Points 3D (🥉19 · ⭐ 1K) - Pytorch framework for doing deep learning on point clouds. BSD-3

GitHub (👨‍💻 19 · 🔀 150 · 📦 2 · 📋 190 - 21% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/nicolas-chaulet/torch-points3d
```
PyPi (📥 270 / month · ⏱️ 18.12.2020):
```
 pip install torch-points3d
```

Norfair (🥉18 · ⭐ 770 · 🐣) - Lightweight Python library for adding real-time 2D object tracking.. BSD-3

GitHub (👨‍💻 7 · 🔀 43 · 📋 17 - 29% open · ⏱️ 22.12.2020):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi (📥 240 / month · ⏱️ 07.12.2020):
```
 pip install norfair
```

PaddleDetection (🥉17 · ⭐ 2.2K) - Object detection and instance segmentation toolkit.. Apache-2

GitHub (👨‍💻 43 · 🔀 610 · 📋 1.1K - 25% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/PaddlePaddle/PaddleDetection
```

lightly (🥉17 · ⭐ 390 · 🐣) - A python library for self-supervised learning. MIT

GitHub (👨‍💻 4 · 🔀 21 · 📋 38 - 52% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 180 / month · ⏱️ 11.01.2021):
```
 pip install lightly
```

DE⫶TR (🥉14 · ⭐ 5.9K) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 19 · 🔀 850 · 📋 260 - 21% open · ⏱️ 15.11.2020):
```
 git clone https://github.com/facebookresearch/detr
```

PySlowFast (🥉14 · ⭐ 3.3K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 19 · 🔀 620 · 📦 2 · 📋 340 - 46% open · ⏱️ 07.01.2021):
```
 git clone https://github.com/facebookresearch/SlowFast
```

pycls (🥉13 · ⭐ 1.4K) - Codebase for Image Classification Research, written in PyTorch. MIT

GitHub (👨‍💻 9 · 🔀 150 · 📦 2 · 📋 54 - 18% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/facebookresearch/pycls
```

Show 2 hidden projects...

glfw (🥈29 · ⭐ 7.1K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
Pillow-SIMD (🥉23 · ⭐ 1.5K · 💤) - The friendly PIL fork. ❗️PIL

Graph Data

Libraries for graph processing, clustering, embedding, and machine learning tasks.

networkx (🥇37 · ⭐ 8.5K) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 490 · 🔀 2.2K · 📥 51 · 📦 65K · 📋 2.6K - 10% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 5M / month · 📦 21K · ⏱️ 22.08.2020):
```
 pip install networkx
```
Conda (📥 2.9M · ⏱️ 23.08.2020):
```
 conda install -c conda-forge networkx
```

PyTorch Geometric (🥇28 · ⭐ 10K) - Geometric Deep Learning Extension Library for PyTorch. MIT

GitHub (👨‍💻 140 · 🔀 1.7K · 📋 1.7K - 37% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/rusty1s/pytorch_geometric
```
PyPi (📥 12K / month · 📦 24 · ⏱️ 27.11.2020):
```
 pip install torch-geometric
```

dgl (🥇27 · ⭐ 6.5K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2

GitHub (👨‍💻 100 · 🔀 1.3K · 📋 900 - 24% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 12K / month · 📦 30 · ⏱️ 17.01.2021):
```
 pip install dgl
```

StellarGraph (🥈25 · ⭐ 1.7K) - StellarGraph - Machine Learning on Graphs. Apache-2

GitHub (👨‍💻 28 · 🔀 250 · 📦 43 · 📋 910 - 23% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/stellargraph/stellargraph
```
PyPi (📥 6.2K / month · 📦 2 · ⏱️ 25.06.2020):
```
 pip install stellargraph
```

Spektral (🥈23 · ⭐ 1.6K) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub (👨‍💻 16 · 🔀 190 · 📦 26 · 📋 110 - 19% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 1.7K / month · ⏱️ 07.01.2021):
```
 pip install spektral
```

Node2Vec (🥈22 · ⭐ 620) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 7 · 🔀 160 · 📦 110 · ⏱️ 09.01.2021):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi (📥 4.4K / month · 📦 10 · ⏱️ 09.01.2021):
```
 pip install node2vec
```
Conda (📥 15K · ⏱️ 25.04.2020):
```
 conda install -c conda-forge node2vec
```

ogb (🥈21 · ⭐ 710) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 12 · 🔀 97 · 📦 41 · ⏱️ 11.01.2021):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 1.7K / month · ⏱️ 29.12.2020):
```
 pip install ogb
```

torch-cluster (🥈21 · ⭐ 320) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 17 · 🔀 67 · 📋 72 - 48% open · ⏱️ 03.01.2021):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 2.8K / month · 📦 32 · ⏱️ 31.10.2020):
```
 pip install torch-cluster
```

AmpliGraph (🥉20 · ⭐ 1.4K) - Python library for Representation Learning on Knowledge.. Apache-2

GitHub (👨‍💻 14 · 🔀 150 · 📦 9 · 📋 170 - 10% open · ⏱️ 25.08.2020):
```
 git clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 510 / month · ⏱️ 25.08.2020):
```
 pip install ampligraph
```

graph-nets (🥉19 · ⭐ 4.7K) - Build Graph Nets in Tensorflow. Apache-2

GitHub (👨‍💻 10 · 🔀 720 · 📋 110 - 8% open · ⏱️ 04.12.2020):
```
 git clone https://github.com/deepmind/graph_nets
```
PyPi (📥 720 / month · 📦 7 · ⏱️ 29.01.2020):
```
 pip install graph-nets
```

PyTorch-BigGraph (🥉19 · ⭐ 2.6K) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (👨‍💻 19 · 🔀 360 · 📥 100 · 📋 130 - 23% open · ⏱️ 18.12.2020):
```
 git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 230 / month · 📦 4 · ⏱️ 01.05.2019):
```
 pip install torchbiggraph
```

Paddle Graph Learning (🥉19 · ⭐ 870) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

GitHub (👨‍💻 17 · 🔀 120 · 📦 9 · 📋 42 - 33% open · ⏱️ 14.12.2020):
```
 git clone https://github.com/PaddlePaddle/PGL
```
PyPi (📥 530 / month · 📦 2 · ⏱️ 20.11.2020):
```
 pip install pgl
```

PyKEEN (🥉19 · ⭐ 280) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 17 · 🔀 43 · 📥 73 · 📋 96 - 37% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 230 / month · 📦 1 · ⏱️ 25.08.2020):
```
 pip install pykeen
```

DeepGraph (🥉18 · ⭐ 230) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3

GitHub (👨‍💻 2 · 🔀 33 · 📦 1 · 📋 12 - 58% open · ⏱️ 01.10.2020):
```
 git clone https://github.com/deepgraph/deepgraph
```
PyPi (📥 240 / month · ⏱️ 01.10.2020):
```
 pip install deepgraph
```

Conda (📥 76K · ⏱️ 15.01.2021):

 conda install -c conda-forge deepgraph

kglib (🥉17 · ⭐ 380) - Grakn Knowledge Graph Library (ML R&D). Apache-2

GitHub (👨‍💻 7 · 🔀 70 · 📥 210 · 📋 59 - 16% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/graknlabs/kglib
```
PyPi (📥 55 / month · ⏱️ 19.08.2020):
```
 pip install grakn-kglib
```

pytorch_geometric_temporal (🥉16 · ⭐ 310) - A Temporal Extension Library for PyTorch Geometric. MIT

GitHub (👨‍💻 3 · 🔀 31 · 📋 16 - 6% open · ⏱️ 14.01.2021):

 git clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal

PyPi (📥 89 / month · ⏱️ 14.01.2021):
```
 pip install torch-geometric-temporal
```

AutoGL (🥉15 · ⭐ 560 · 🐣) - An autoML framework & toolkit for machine learning on graphs. MIT

GitHub (👨‍💻 4 · 🔀 49 · 📋 5 - 60% open · ⏱️ 29.12.2020):
```
 git clone https://github.com/THUMNLab/AutoGL
```
PyPi (📥 170 / month · ⏱️ 23.12.2020):
```
 pip install auto-graph-learning
```

Euler (🥉14 · ⭐ 2.5K) - A distributed graph deep learning framework. Apache-2

GitHub (👨‍💻 5 · 🔀 500 · 📋 300 - 67% open · ⏱️ 29.07.2020):
```
 git clone https://github.com/alibaba/euler
```
PyPi (📥 7 / month · ⏱️ 10.04.2019):
```
 pip install euler-gl
```

GraphEmbedding (🥉14 · ⭐ 1.7K) - Implementation and experiments of graph embedding algorithms. MIT

GitHub (👨‍💻 6 · 🔀 540 · 📦 7 · 📋 40 - 67% open · ⏱️ 18.10.2020):
```
 git clone https://github.com/shenweichen/GraphEmbedding
```

OpenKE (🥉13 · ⭐ 2.3K · 💤) - An Open-Source Package for Knowledge Embedding (KE). MIT

GitHub (👨‍💻 10 · 🔀 720 · 📋 270 - 17% open · ⏱️ 08.04.2020):
```
 git clone https://github.com/thunlp/OpenKE
```

GraphVite (🥉13 · ⭐ 830) - GraphVite: A General and High-performance Graph Embedding System. Apache-2

GitHub (👨‍💻 1 · 🔀 120 · 📋 77 - 31% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/DeepGraphLearning/graphvite
```
Conda (📥 3.4K · ⏱️ 19.03.2020):
```
 conda install -c milagraph graphvite
```

Show 7 hidden projects...

igraph (🥇27 · ⭐ 760) - Python interface for igraph. ❗️GPL-2.0
pygal (🥈26 · ⭐ 2.3K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Karate Club (🥈21 · ⭐ 1.1K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
DeepWalk (🥉19 · ⭐ 2.2K · 💤) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
Sematch (🥉17 · ⭐ 340 · 💀) - semantic similarity framework for knowledge graph. Apache-2
GraphSAGE (🥉14 · ⭐ 2.1K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenNE (🥉14 · ⭐ 1.4K · 💀) - An Open-Source Package for Network Embedding (NE). MIT

Audio Data

Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.

DeepSpeech (🥇31 · ⭐ 16K) - DeepSpeech is an open source embedded (offline, on-device).. MPL-2.0

GitHub (👨‍💻 150 · 🔀 3K · 📥 400K · 📦 380 · 📋 1.9K - 4% open · ⏱️ 03.01.2021):
```
 git clone https://github.com/mozilla/DeepSpeech
```
PyPi (📥 12K / month · 📦 29 · ⏱️ 19.12.2020):
```
 pip install deepspeech
```

Magenta (🥇29 · ⭐ 16K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 140 · 🔀 3.3K · 📦 260 · 📋 830 - 35% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/magenta/magenta
```
PyPi (📥 4.7K / month · 📦 35 · ⏱️ 12.11.2020):
```
 pip install magenta
```

Pydub (🥇29 · ⭐ 5K) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (👨‍💻 79 · 🔀 670 · 📦 5.6K · 📋 400 - 41% open · ⏱️ 14.12.2020):
```
 git clone https://github.com/jiaaro/pydub
```
PyPi (📥 110K / month · 📦 1.4K · ⏱️ 03.06.2020):
```
 pip install pydub
```
Conda (📥 12K · ⏱️ 02.02.2019):
```
 conda install -c conda-forge pydub
```

torchaudio (🥇29 · ⭐ 1.2K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 85 · 🔀 260 · 📦 1.2K · 📋 400 - 38% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 68K / month · 📦 9 · ⏱️ 27.10.2020):
```
 pip install torchaudio
```

audioread (🥈27 · ⭐ 360) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT

GitHub (👨‍💻 20 · 🔀 83 · 📦 3.9K · 📋 75 - 41% open · ⏱️ 20.10.2020):
```
 git clone https://github.com/beetbox/audioread
```
PyPi (📥 270K / month · 📦 590 · ⏱️ 20.10.2020):
```
 pip install audioread
```

Conda (📥 190K · ⏱️ 08.12.2020):

 conda install -c conda-forge audioread

librosa (🥈26 · ⭐ 4.2K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 80 · 🔀 680 · 📦 8.9K · 📋 830 - 6% open · ⏱️ 11.09.2020):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 290K / month · 📦 1.8K · ⏱️ 22.07.2020):
```
 pip install librosa
```
Conda (📥 240K · ⏱️ 22.07.2020):
```
 conda install -c conda-forge librosa
```

spleeter (🥈25 · ⭐ 15K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 17 · 🔀 1.5K · 📥 890K · 📋 500 - 18% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 5.7K / month · ⏱️ 08.01.2021):
```
 pip install spleeter
```
Conda (📥 41K · ⏱️ 30.06.2020):
```
 conda install -c conda-forge spleeter
```

pyAudioAnalysis (🥈25 · ⭐ 3.7K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 23 · 🔀 960 · 📦 180 · 📋 270 - 61% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 5.4K / month · 📦 11 · ⏱️ 29.09.2020):
```
 pip install pyAudioAnalysis
```

espnet (🥈25 · ⭐ 3.3K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 140 · 🔀 1K · 📥 59 · 📦 4 · 📋 1.2K - 10% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 1.1K / month · ⏱️ 15.01.2021):
```
 pip install espnet
```

python-soundfile (🥈25 · ⭐ 350) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 19 · 🔀 41 · 📥 2K · 📦 5.3K · 📋 140 - 40% open · ⏱️ 01.12.2020):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 350K / month · 📦 740 · ⏱️ 19.04.2018):
```
 pip install soundfile
```

python_speech_features (🥉24 · ⭐ 1.8K) - This library provides common speech features for ASR.. MIT

GitHub (👨‍💻 18 · 🔀 540 · 📋 72 - 31% open · ⏱️ 31.12.2020):
```
 git clone https://github.com/jameslyons/python_speech_features
```
PyPi (📥 52K / month · 📦 300 · ⏱️ 16.08.2017):
```
 pip install python_speech_features
```

tinytag (🥉23 · ⭐ 430) - Read music meta data and length of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA and.. MIT

GitHub (👨‍💻 18 · 🔀 78 · 📦 300 · 📋 74 - 18% open · ⏱️ 11.11.2020):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi (📥 2.8K / month · 📦 96 · ⏱️ 05.11.2020):
```
 pip install tinytag
```

DDSP (🥉22 · ⭐ 1.7K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (👨‍💻 24 · 🔀 160 · 📦 5 · 📋 99 - 13% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/magenta/ddsp
```
PyPi (📥 970 / month · ⏱️ 14.01.2021):
```
 pip install ddsp
```

kapre (🥉22 · ⭐ 700) - kapre: Keras Audio Preprocessors. MIT

GitHub (👨‍💻 13 · 🔀 130 · 📥 7 · 📦 440 · 📋 85 - 5% open · ⏱️ 16.11.2020):
```
 git clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 860 / month · 📦 11 · ⏱️ 29.09.2020):
```
 pip install kapre
```

Porcupine (🥉21 · ⭐ 2.3K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 25 · 🔀 330 · 📦 4 · 📋 280 - 3% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 830 / month · ⏱️ 02.10.2020):
```
 pip install pvporcupine
```

Dejavu (🥉20 · ⭐ 5.3K · 💤) - Audio fingerprinting and recognition in Python. MIT

GitHub (👨‍💻 23 · 🔀 1.2K · 📦 16 · 📋 210 - 39% open · ⏱️ 03.06.2020):
```
 git clone https://github.com/worldveil/dejavu
```
PyPi (📥 90 / month · 📦 1 · ⏱️ 19.04.2015):
```
 pip install PyDejavu
```

TTS (🥉17 · ⭐ 3.1K) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0

GitHub (👨‍💻 48 · 🔀 630 · 📋 440 - 5% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/mozilla/TTS
```

Muda (🥉16 · ⭐ 170) - A library for augmenting annotated audio data. ISC

GitHub (👨‍💻 6 · 🔀 30 · 📦 7 · 📋 49 - 10% open · ⏱️ 20.07.2020):
```
 git clone https://github.com/bmcfee/muda
```
PyPi (📥 71 / month · 📦 1 · ⏱️ 15.11.2019):
```
 pip install muda
```

Julius (🥉13 · ⭐ 160 · 🐣) - Fast PyTorch based DSP for audio and 1D signals. MIT

GitHub (👨‍💻 2 · 🔀 6 · 📦 2 · ⏱️ 10.12.2020):
```
 git clone https://github.com/adefossez/julius
```
PyPi (📥 160 / month · ⏱️ 25.11.2020):
```
 pip install julius
```

Show 4 hidden projects...

SpeechRecognition (🥇30 · ⭐ 5.4K · 💀) - Speech recognition module for Python, supporting.. BSD-3
aubio (🥈26 · ⭐ 2K) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉23 · ⭐ 1.7K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
Madmom (🥉20 · ⭐ 700 · 💀) - Python audio and music signal processing library. BSD-3

Geospatial Data

Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.

geopy (🥇33 · ⭐ 3.2K) - Geocoding library for Python. MIT

GitHub (👨‍💻 120 · 🔀 520 · 📦 16K · 📋 240 - 10% open · ⏱️ 27.12.2020):
```
 git clone https://github.com/geopy/geopy
```
PyPi (📥 3.8M / month · 📦 7.2K · ⏱️ 27.12.2020):
```
 pip install geopy
```
Conda (📥 500K · ⏱️ 27.12.2020):
```
 conda install -c conda-forge geopy
```

Shapely (🥇33 · ⭐ 2.1K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 100 · 🔀 370 · 📦 16K · 📋 700 - 19% open · ⏱️ 15.12.2020):
```
 git clone https://github.com/Toblerity/Shapely
```
PyPi (📥 1.9M / month · 📦 5.5K · ⏱️ 20.08.2020):
```
 pip install shapely
```
Conda (📥 2M · ⏱️ 13.10.2020):
```
 conda install -c conda-forge shapely
```

folium (🥇32 · ⭐ 5.1K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 120 · 🔀 1.9K · 📦 8.1K · 📋 830 - 17% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 200K / month · 📦 970 · ⏱️ 06.01.2021):
```
 pip install folium
```
Conda (📥 310K · ⏱️ 06.01.2021):
```
 conda install -c conda-forge folium
```

GeoPandas (🥈30 · ⭐ 2.4K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 130 · 🔀 530 · 📥 840 · 📦 6.9K · 📋 950 - 30% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 380K / month · 📦 1.2K · ⏱️ 24.06.2020):
```
 pip install geopandas
```

Conda (📥 810K · ⏱️ 16.07.2020):

 conda install -c conda-forge geopandas

Rasterio (🥈30 · ⭐ 1.4K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 110 · 🔀 390 · 📥 700 · 📦 2.6K · 📋 1.3K - 10% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/mapbox/rasterio
```
PyPi (📥 120K / month · 📦 850 · ⏱️ 12.01.2021):
```
 pip install rasterio
```
Conda (📥 840K · ⏱️ 30.10.2020):
```
 conda install -c conda-forge rasterio
```

Fiona (🥈30 · ⭐ 770) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 65 · 🔀 160 · 📦 4.8K · 📋 620 - 11% open · ⏱️ 30.11.2020):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 440K / month · 📦 1.2K · ⏱️ 17.11.2020):
```
 pip install fiona
```
Conda (📥 1.6M · ⏱️ 17.11.2020):
```
 conda install -c conda-forge fiona
```

pyproj (🥈29 · ⭐ 560) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 39 · 🔀 150 · 📦 8.2K · 📋 380 - 1% open · ⏱️ 08.01.2021):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 1.1M / month · 📦 2.5K · ⏱️ 05.11.2020):
```
 pip install pyproj
```
Conda (📥 1.9M · ⏱️ 06.11.2020):
```
 conda install -c conda-forge pyproj
```

ipyleaflet (🥈27 · ⭐ 1.1K) - A Jupyter - Leaflet.js bridge. MIT

GitHub (👨‍💻 63 · 🔀 280 · 📦 670 · 📋 380 - 34% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 12K / month · 📦 98 · ⏱️ 05.01.2021):
```
 pip install ipyleaflet
```

Conda (📥 580K · ⏱️ 16.01.2021):

 conda install -c conda-forge ipyleaflet

NPM (📥 120K / month · 📦 2 · ⏱️ 05.01.2021):
```
 npm install jupyter-leaflet
```

geojson (🥈27 · ⭐ 590) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 44 · 🔀 78 · 📦 5.6K · 📋 68 - 26% open · ⏱️ 25.11.2020):
```
 git clone https://github.com/jazzband/geojson
```
PyPi (📥 390K / month · 📦 1.6K · ⏱️ 09.08.2019):
```
 pip install geojson
```
Conda (📥 360K · ⏱️ 11.08.2019):
```
 conda install -c conda-forge geojson
```

ArcGIS API (🥉25 · ⭐ 940) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 60 · 🔀 680 · 📋 320 - 39% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 19K / month · 📦 10 · ⏱️ 30.11.2020):
```
 pip install arcgis
```

Docker Hub (📥 3.7K · ⭐ 29 · ⏱️ 06.03.2020):

 docker pull esridocker/arcgis-api-python-notebook

PySAL (🥉24 · ⭐ 810) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 70 · 🔀 240 · 📋 630 - 9% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/pysal/pysal
```
PyPi (📥 9.9K / month · 📦 18 · ⏱️ 30.07.2020):
```
 pip install pysal
```
Conda (📥 400K · ⏱️ 30.07.2020):
```
 conda install -c conda-forge pysal
```

GeoViews (🥉24 · ⭐ 330) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 21 · 🔀 60 · 📦 190 · 📋 250 - 31% open · ⏱️ 21.09.2020):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 1.2K / month · 📦 10 · ⏱️ 30.03.2020):
```
 pip install geoviews
```
Conda (📥 54K · ⏱️ 23.09.2020):
```
 conda install -c conda-forge geoviews
```

EarthPy (🥉22 · ⭐ 220) - A package built to support working with spatial data using open source.. BSD-3

GitHub (👨‍💻 38 · 🔀 96 · 📦 72 · 📋 220 - 11% open · ⏱️ 03.12.2020):
```
 git clone https://github.com/earthlab/earthpy
```
PyPi (📥 1.6K / month · 📦 6 · ⏱️ 18.06.2020):
```
 pip install earthpy
```
Conda (📥 26K · ⏱️ 19.06.2020):
```
 conda install -c conda-forge earthpy
```

pymap3d (🥉21 · ⭐ 170) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2

GitHub (👨‍💻 8 · 🔀 55 · 📋 24 - 8% open · ⏱️ 23.12.2020):
```
 git clone https://github.com/geospace-code/pymap3d
```
PyPi (📥 8.7K / month · 📦 3 · ⏱️ 21.09.2020):
```
 pip install pymap3d
```
Conda (📥 5.9K · ⏱️ 24.09.2020):
```
 conda install -c conda-forge pymap3d
```

Show 7 hidden projects...

Geocoder (🥈29 · ⭐ 1.3K · 💀) - Python Geocoder. MIT
Cartopy (🥈27 · ⭐ 1.4K) - Rasterio reads and writes geospatial raster datasets. ❗️LGPL-3.0
Satpy (🥉25 · ⭐ 660) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
gmaps (🥉21 · ⭐ 700 · 💀) - Google maps for Jupyter notebooks. BSD-3
Sentinelsat (🥉21 · ⭐ 540) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
Mapbox GL (🥉20 · ⭐ 550 · 💀) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
geoplotlib (🥉19 · ⭐ 890 · 💀) - python toolbox for visualizing geographical data and making maps. MIT

Financial Data

Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.

zipline (🥇30 · ⭐ 13K) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2

GitHub (👨‍💻 150 · 🔀 3.7K · 📦 670 · 📋 970 - 33% open · ⏱️ 14.10.2020):
```
 git clone https://github.com/quantopian/zipline
```
PyPi (📥 4.6K / month · 📦 160 · ⏱️ 05.10.2020):
```
 pip install zipline
```

yfinance (🥇29 · ⭐ 3.9K) - Yahoo! Finance market data downloader (+faster Pandas Datareader). Apache-2

GitHub (👨‍💻 27 · 🔀 990 · 📦 2.7K · 📋 470 - 63% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 100K / month · 📦 26 · ⏱️ 05.10.2020):
```
 pip install yfinance
```
Conda (📥 31K · ⏱️ 27.12.2019):
```
 conda install -c ranaroussi yfinance
```

Alpha Vantage (🥇27 · ⭐ 3K) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 36 · 🔀 540 · 📋 220 - 8% open · ⏱️ 21.12.2020):
```
 git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 21K / month · 📦 200 · ⏱️ 26.08.2018):
```
 pip install alpha_vantage
```

ta (🥇27 · ⭐ 1.7K) - Technical Analysis Library using Pandas and Numpy. MIT

GitHub (👨‍💻 23 · 🔀 450 · 📦 400 · 📋 140 - 42% open · ⏱️ 29.11.2020):
```
 git clone https://github.com/bukosabino/ta
```
PyPi (📥 30K / month · 📦 6 · ⏱️ 29.11.2020):
```
 pip install ta
```

pyfolio (🥈25 · ⭐ 3.4K) - Portfolio and risk analytics in Python. Apache-2

GitHub (👨‍💻 55 · 🔀 1.1K · 📦 190 · 📋 390 - 31% open · ⏱️ 15.07.2020):
```
 git clone https://github.com/quantopian/pyfolio
```
PyPi (📥 6.4K / month · 📦 54 · ⏱️ 15.04.2019):
```
 pip install pyfolio
```
Conda (📥 5.4K · ⏱️ 16.05.2020):
```
 conda install -c conda-forge pyfolio
```

empyrical (🥈25 · ⭐ 690) - Common financial risk and performance metrics. Used by zipline and.. Apache-2

GitHub (👨‍💻 22 · 🔀 220 · 📦 500 · 📋 53 - 50% open · ⏱️ 14.10.2020):
```
 git clone https://github.com/quantopian/empyrical
```
PyPi (📥 27K / month · 📦 220 · ⏱️ 13.10.2020):
```
 pip install empyrical
```

Conda (📥 9.1K · ⏱️ 14.10.2020):

 conda install -c conda-forge empyrical

Alphalens (🥈24 · ⭐ 1.7K · 💤) - Performance analysis of predictive (alpha) stock factors. Apache-2

GitHub (👨‍💻 25 · 🔀 630 · 📦 350 · 📋 180 - 20% open · ⏱️ 27.04.2020):
```
 git clone https://github.com/quantopian/alphalens
```
PyPi (📥 2K / month · 📦 14 · ⏱️ 27.04.2020):
```
 pip install alphalens
```

Conda (📥 10K · ⏱️ 16.05.2020):

 conda install -c conda-forge alphalens

IB-insync (🥈24 · ⭐ 1.2K) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub (👨‍💻 25 · 🔀 380 · 📋 280 - 1% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/erdewit/ib_insync
```
PyPi (📥 2.9K / month · 📦 12 · ⏱️ 03.11.2020):
```
 pip install ib_insync
```

Conda (📥 7.1K · ⏱️ 07.11.2020):

 conda install -c conda-forge ib-insync

ffn (🥈24 · ⭐ 740) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 23 · 🔀 170 · 📦 96 · 📋 77 - 19% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi (📥 11K / month · 📦 16 · ⏱️ 28.05.2018):
```
 pip install ffn
```

Enigma Catalyst (🥉23 · ⭐ 1.9K) - An Algorithmic Trading Library for Crypto-Assets in Python. Apache-2

GitHub (👨‍💻 140 · 🔀 590 · 📦 20 · 📋 500 - 26% open · ⏱️ 28.12.2020):
```
 git clone https://github.com/enigmampc/catalyst
```
PyPi (📥 340 / month · ⏱️ 11.11.2018):
```
 pip install enigma-catalyst
```

stockstats (🥉23 · ⭐ 690) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (👨‍💻 7 · 🔀 190 · 📦 160 · 📋 58 - 50% open · ⏱️ 17.10.2020):
```
 git clone https://github.com/jealous/stockstats
```
PyPi (📥 26K / month · 📦 24 · ⏱️ 17.10.2020):
```
 pip install stockstats
```

bt (🥉22 · ⭐ 930) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 20 · 🔀 250 · 📦 42 · 📋 220 - 24% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/pmorissette/bt
```
PyPi (📥 3.5K / month · 📦 20 · ⏱️ 28.05.2018):
```
 pip install bt
```

TensorTrade (🥉21 · ⭐ 2.2K) - An open source reinforcement learning framework for training,.. Apache-2

GitHub (👨‍💻 46 · 🔀 580 · 📦 10 · 📋 150 - 21% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/tensortrade-org/tensortrade
```
PyPi (📥 960 / month · 📦 1 · ⏱️ 24.08.2020):
```
 pip install tensortrade
```

finmarketpy (🥉20 · ⭐ 2.4K) - Python library for backtesting trading strategies & analyzing.. Apache-2

GitHub (👨‍💻 14 · 🔀 410 · 📥 39 · 📦 3 · 📋 24 - 87% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 71 / month · ⏱️ 20.10.2020):
```
 pip install finmarketpy
```

Qlib (🥉19 · ⭐ 3.7K · 🐣) - Qlib is an AI-oriented quantitative investment platform, which aims.. MIT

GitHub (👨‍💻 27 · 🔀 560 · 📥 190 · 📋 100 - 53% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/microsoft/qlib
```
PyPi (📥 1.9K / month · ⏱️ 12.12.2020):
```
 pip install pyqlib
```

tf-quant-finance (🥉19 · ⭐ 1.4K) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (👨‍💻 29 · 🔀 250 · 📦 4 · 📋 19 - 47% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/google/tf-quant-finance
```
PyPi (📥 100 / month · ⏱️ 18.09.2020):
```
 pip install tf-quant-finance
```

Crypto Signals (🥉18 · ⭐ 2.4K) - Github.com/CryptoSignal - #1 Quant Trading & Technical Analysis.. MIT

GitHub (👨‍💻 25 · 🔀 640 · 📋 230 - 18% open · ⏱️ 03.09.2020):
```
 git clone https://github.com/CryptoSignal/crypto-signal
```
Docker Hub (📥 41K · ⭐ 8 · ⏱️ 03.09.2020):
```
 docker pull shadowreaver/crypto-signal
```

Show 6 hidden projects...

backtrader (🥈26 · ⭐ 5.4K) - Python Backtesting library for trading strategies. ❗️GPL-3.0
PyAlgoTrade (🥉23 · ⭐ 3.1K · 💀) - Python Algorithmic Trading Library. Apache-2
arch (🥉23 · ⭐ 630) - ARCH models in Python. ❗️NCSA
FinTA (🥉22 · ⭐ 790) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
Backtesting.py (🥉17 · ⭐ 920) - Backtest trading strategies in Python. ❗️AGPL-3.0
surpriver (🥉11 · ⭐ 1K · 🐣) - Find big moving stocks before they move using machine learning.. ❗️GPL-3.0

Time Series Data

Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.

Prophet (🥇30 · ⭐ 12K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub (👨‍💻 120 · 🔀 3.4K · 📥 530 · 📋 1.5K - 4% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/facebook/prophet
```
PyPi (📥 590K / month · 📦 150 · ⏱️ 05.09.2020):
```
 pip install fbprophet
```

tsfresh (🥇27 · ⭐ 5.3K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 71 · 🔀 840 · 📋 430 - 7% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 170K / month · 📦 66 · ⏱️ 09.09.2020):
```
 pip install tsfresh
```
Conda (📥 26K · ⏱️ 10.09.2020):
```
 conda install -c conda-forge tsfresh
```

tslearn (🥇27 · ⭐ 1.4K) - A machine learning toolkit dedicated to time-series data. BSD-2

GitHub (👨‍💻 28 · 🔀 220 · 📦 180 · 📋 220 - 26% open · ⏱️ 08.01.2021):
```
 git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 67K / month · 📦 11 · ⏱️ 18.06.2020):
```
 pip install tslearn
```
Conda (📥 180K · ⏱️ 19.06.2020):
```
 conda install -c conda-forge tslearn
```

sktime (🥈26 · ⭐ 3.4K) - A unified framework for machine learning with time series. BSD-3

GitHub (👨‍💻 71 · 🔀 420 · 📥 41 · 📦 91 · 📋 320 - 31% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 7.2K / month · ⏱️ 29.12.2020):
```
 pip install sktime
```

pmdarima (🥈26 · ⭐ 800) - A statistical library designed to fill the void in Python's time series.. MIT

GitHub (👨‍💻 16 · 🔀 150 · 📦 680 · 📋 220 - 7% open · ⏱️ 02.12.2020):
```
 git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 190K / month · 📦 12 · ⏱️ 02.12.2020):
```
 pip install pmdarima
```

Streamz (🥈24 · ⭐ 900) - Real-time stream processing for python. BSD-3

GitHub (👨‍💻 38 · 🔀 110 · 📦 180 · 📋 220 - 41% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/python-streamz/streamz
```
PyPi (📥 1.9K / month · 📦 16 · ⏱️ 02.11.2020):
```
 pip install streamz
```
Conda (📥 110K · ⏱️ 15.01.2021):
```
 conda install -c conda-forge streamz
```

GluonTS (🥈23 · ⭐ 1.7K) - Probabilistic time series modeling in Python. Apache-2

GitHub (👨‍💻 67 · 🔀 360 · 📋 520 - 34% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 21K / month · ⏱️ 08.12.2020):
```
 pip install gluonts
```

STUMPY (🥉22 · ⭐ 1.6K) - STUMPY is a powerful and scalable Python library for computing a Matrix.. BSD-3

GitHub (👨‍💻 20 · 🔀 160 · 📋 200 - 13% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 16K / month · ⏱️ 31.12.2020):
```
 pip install stumpy
```
Conda (📥 15K · ⏱️ 31.12.2020):
```
 conda install -c conda-forge stumpy
```

Darts (🥉21 · ⭐ 700) - A python library for easy manipulation and forecasting of time series. Apache-2

GitHub (👨‍💻 23 · 🔀 85 · 📦 11 · 📋 57 - 28% open · ⏱️ 09.11.2020):
```
 git clone https://github.com/unit8co/darts
```
PyPi (📥 1K / month · ⏱️ 09.11.2020):
```
 pip install u8darts
```
Docker Hub (📥 75 · ⏱️ 06.10.2020):
```
 docker pull unit8/darts
```

pyts (🥉20 · ⭐ 850 · 💤) - A Python package for time series classification. BSD-3

GitHub (👨‍💻 7 · 🔀 93 · 📦 79 · 📋 41 - 56% open · ⏱️ 30.04.2020):
```
 git clone https://github.com/johannfaouzi/pyts
```
PyPi (📥 2K / month · 📦 2 · ⏱️ 21.03.2020):
```
 pip install pyts
```
Conda (📥 5.9K · ⏱️ 21.03.2020):
```
 conda install -c conda-forge pyts
```

pytorch-forecasting (🥉19 · ⭐ 630 · 🐣) - Time series forecasting with PyTorch. MIT

GitHub (👨‍💻 11 · 🔀 65 · 📋 92 - 29% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 2.9K / month · ⏱️ 12.01.2021):
```
 pip install pytorch-forecasting
```

matrixprofile-ts (🥉19 · ⭐ 600 · 💤) - A Python library for detecting patterns and anomalies.. Apache-2

GitHub (👨‍💻 15 · 🔀 90 · 📦 11 · 📋 52 - 36% open · ⏱️ 25.04.2020):
```
 git clone https://github.com/target/matrixprofile-ts
```
PyPi (📥 2.5K / month · ⏱️ 08.08.2019):
```
 pip install matrixprofile-ts
```

seglearn (🥉19 · ⭐ 410) - Python module for machine learning time series:. BSD-3

GitHub (👨‍💻 13 · 🔀 47 · 📦 6 · 📋 25 - 24% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/dmbee/seglearn
```
PyPi (📥 1.8K / month · 📦 1 · ⏱️ 02.04.2020):
```
 pip install seglearn
```

ADTK (🥉17 · ⭐ 580 · 💤) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0

GitHub (👨‍💻 11 · 🔀 73 · 📋 50 - 40% open · ⏱️ 17.04.2020):
```
 git clone https://github.com/arundo/adtk
```
PyPi (📥 29K / month · ⏱️ 17.04.2020):
```
 pip install adtk
```

atspy (🥉17 · ⭐ 330) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT

GitHub (👨‍💻 5 · 🔀 63 · 📦 3 · 📋 18 - 88% open · ⏱️ 12.11.2020):
```
 git clone https://github.com/firmai/atspy
```
PyPi (📥 220 / month · ⏱️ 24.04.2020):
```
 pip install atspy
```

tick (🥉17 · ⭐ 320 · 💤) - Module for statistical learning, with a particular emphasis on time-.. BSD-3

GitHub (👨‍💻 16 · 🔀 74 · 📥 160 · 📦 29 · 📋 210 - 25% open · ⏱️ 15.06.2020):
```
 git clone https://github.com/X-DataInitiative/tick
```
PyPi (📥 420 / month · 📦 1 · ⏱️ 24.05.2020):
```
 pip install tick
```

Show 4 hidden projects...

luminol (🥈23 · ⭐ 860 · 💀) - Anomaly Detection and Correlation library. Apache-2
PyFlux (🥉22 · ⭐ 1.8K · 💀) - Open source time series library for Python. BSD-3
pydlm (🥉20 · ⭐ 350 · 💀) - A python library for Bayesian time series modeling. BSD-3
Auto TS (🥉17 · ⭐ 150) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and ML Models on.. Apache-2

Medical Data

Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.

MNE (🥇31 · ⭐ 1.5K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub (👨‍💻 230 · 🔀 840 · 📦 790 · 📋 3.4K - 8% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/mne-tools/mne-python
```
PyPi (📥 18K / month · 📦 200 · ⏱️ 17.12.2020):
```
 pip install mne
```
Conda (📥 97K · ⏱️ 20.12.2020):
```
 conda install -c conda-forge mne
```

Nilearn (🥇30 · ⭐ 690) - Machine learning for NeuroImaging in Python. BSD-3

GitHub (👨‍💻 160 · 🔀 370 · 📦 860 · 📋 1.5K - 25% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/nilearn/nilearn
```
PyPi (📥 8.4K / month · 📦 300 · ⏱️ 12.11.2020):
```
 pip install nilearn
```
Conda (📥 76K · ⏱️ 12.11.2020):
```
 conda install -c conda-forge nilearn
```

Lifelines (🥈29 · ⭐ 1.5K) - Survival analysis in Python. MIT

GitHub (👨‍💻 90 · 🔀 410 · 📦 480 · 📋 780 - 24% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 97K / month · 📦 130 · ⏱️ 09.12.2020):
```
 pip install lifelines
```

Conda (📥 120K · ⏱️ 10.12.2020):

 conda install -c conda-forge lifelines

NIPYPE (🥈29 · ⭐ 540) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub (👨‍💻 210 · 🔀 440 · 📦 490 · 📋 1.2K - 26% open · ⏱️ 08.12.2020):
```
 git clone https://github.com/nipy/nipype
```
PyPi (📥 10K / month · 📦 190 · ⏱️ 16.08.2020):
```
 pip install nipype
```
Conda (📥 350K · ⏱️ 28.11.2020):
```
 conda install -c conda-forge nipype
```

NiBabel (🥈29 · ⭐ 380) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub (👨‍💻 89 · 🔀 210 · 📦 3.5K · 📋 390 - 27% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/nipy/nibabel
```
PyPi (📥 44K / month · 📦 1.3K · ⏱️ 28.11.2020):
```
 pip install nibabel
```
Conda (📥 290K · ⏱️ 29.11.2020):
```
 conda install -c conda-forge nibabel
```

DIPY (🥈28 · ⭐ 380) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3

GitHub (👨‍💻 120 · 🔀 310 · 📦 320 · 📋 730 - 21% open · ⏱️ 10.12.2020):
```
 git clone https://github.com/dipy/dipy
```
PyPi (📥 6.2K / month · 📦 94 · ⏱️ 05.11.2020):
```
 pip install dipy
```
Conda (📥 170K · ⏱️ 14.11.2020):
```
 conda install -c conda-forge dipy
```

Hail (🥈23 · ⭐ 690) - Scalable genomic data analysis. MIT

GitHub (👨‍💻 69 · 🔀 180 · 📦 28 · 📋 2.3K - 14% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/hail-is/hail
```
PyPi (📥 910 / month · ⏱️ 03.12.2020):
```
 pip install hail
```

MONAI (🥈22 · ⭐ 1.7K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub (👨‍💻 52 · 🔀 300 · 📋 660 - 11% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 3.5K / month · ⏱️ 15.12.2020):
```
 pip install monai
```

NiftyNet (🥈22 · ⭐ 1.3K · 💤) - [unmaintained] An open-source convolutional neural.. Apache-2

GitHub (👨‍💻 58 · 🔀 370 · 📦 33 · 📋 320 - 30% open · ⏱️ 21.04.2020):
```
 git clone https://github.com/NifTK/NiftyNet
```
PyPi (📥 160 / month · ⏱️ 10.10.2019):
```
 pip install niftynet
```

DeepVariant (🥉21 · ⭐ 2.2K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

GitHub (👨‍💻 19 · 🔀 520 · 📥 3K · 📋 370 - 0% open · ⏱️ 14.12.2020):
```
 git clone https://github.com/google/deepvariant
```
Conda (📥 26K · ⏱️ 05.09.2020):
```
 conda install -c bioconda deepvariant
```

Brainiak (🥉18 · ⭐ 230) - Brain Imaging Analysis Kit. Apache-2

GitHub (👨‍💻 32 · 🔀 110 · 📦 12 · 📋 180 - 35% open · ⏱️ 15.10.2020):
```
 git clone https://github.com/brainiak/brainiak
```
PyPi (📥 98 / month · 📦 1 · ⏱️ 15.10.2020):
```
 pip install brainiak
```
Docker Hub (📥 460 · ⭐ 1 · ⏱️ 15.10.2020):
```
 docker pull brainiak/brainiak
```

Glow (🥉18 · ⭐ 150) - An open-source toolkit for large-scale genomic analysis. Apache-2

GitHub (👨‍💻 11 · 🔀 40 · 📋 63 - 34% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/projectglow/glow
```
PyPi (📥 1K / month · ⏱️ 10.09.2020):
```
 pip install glow.py
```

Medical Detection Toolkit (🥉12 · ⭐ 890 · 💤) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2

GitHub (👨‍💻 3 · 🔀 230 · 📋 110 - 24% open · ⏱️ 18.04.2020):
```
 git clone https://github.com/MIC-DKFZ/medicaldetectiontoolkit
```

MedicalNet (🥉11 · ⭐ 1K) - Many studies have shown that the performance on deep learning is.. MIT

GitHub (👨‍💻 1 · 🔀 280 · 📋 56 - 75% open · ⏱️ 27.08.2020):
```
 git clone https://github.com/Tencent/MedicalNet
```

Show 5 hidden projects...

NIPY (🥉21 · ⭐ 290) - Neuroimaging in Python FMRI analysis package. ❗️DSDP
MedPy (🥉20 · ⭐ 310 · 💤) - Medical image processing in Python. ❗️GPL-3.0
DLTK (🥉19 · ⭐ 1.2K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
MedicalTorch (🥉15 · ⭐ 700 · 💀) - A medical imaging framework for Pytorch. Apache-2
DeepNeuro (🥉14 · ⭐ 98 · 💤) - A deep learning python package for neuroimaging data. Made by:. MIT

Optical Character Recognition

Libraries for optical character recognition (OCR) and text extraction from images or videos.

Tesseract (🥇29 · ⭐ 3.4K · 📉) - Python-tesseract is an optical character recognition (OCR).. Apache-2

GitHub (👨‍💻 36 · 🔀 500 · 📋 240 - 2% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/madmaze/pytesseract
```
PyPi (📥 430K / month · 📦 1.4K · ⏱️ 15.12.2020):
```
 pip install pytesseract
```

Conda (📥 38K · ⏱️ 20.11.2020):

 conda install -c conda-forge pytesseract

EasyOCR (🥈27 · ⭐ 10K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2

GitHub (👨‍💻 73 · 🔀 970 · 📥 99K · 📦 100 · 📋 240 - 33% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/JaidedAI/EasyOCR
```
PyPi (📥 9.9K / month · ⏱️ 05.01.2021):
```
 pip install easyocr
```

OCRmyPDF (🥈27 · ⭐ 3.7K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0

GitHub (👨‍💻 49 · 🔀 420 · 📦 110 · 📋 640 - 13% open · ⏱️ 10.01.2021):
```
 git clone https://github.com/jbarlow83/OCRmyPDF
```
PyPi (📥 13K / month · 📦 12 · ⏱️ 10.01.2021):
```
 pip install ocrmypdf
```

tesserocr (🥈26 · ⭐ 1.4K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub (👨‍💻 23 · 🔀 180 · 📦 450 · 📋 200 - 29% open · ⏱️ 17.11.2020):
```
 git clone https://github.com/sirfz/tesserocr
```
PyPi (📥 24K / month · 📦 50 · ⏱️ 17.03.2020):
```
 pip install tesserocr
```

Conda (📥 32K · ⏱️ 13.01.2021):

 conda install -c conda-forge tesserocr

PaddleOCR (🥉24 · ⭐ 8.4K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2

GitHub (👨‍💻 41 · 🔀 1.6K · 📦 19 · 📋 1.2K - 30% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 1.6K / month · ⏱️ 18.12.2020):
```
 pip install paddleocr
```

attention-ocr (🥉20 · ⭐ 820) - A Tensorflow model for text recognition (CNN + seq2seq with.. MIT

GitHub (👨‍💻 27 · 🔀 230 · 📦 15 · 📋 140 - 11% open · ⏱️ 31.10.2020):
```
 git clone https://github.com/emedvedev/attention-ocr
```
PyPi (📥 150 / month · ⏱️ 19.04.2019):
```
 pip install aocr
```

keras-ocr (🥉20 · ⭐ 740) - A packaged and flexible version of the CRAFT text detector and.. MIT

GitHub (👨‍💻 9 · 🔀 170 · 📥 14K · 📋 120 - 22% open · ⏱️ 26.11.2020):
```
 git clone https://github.com/faustomorales/keras-ocr
```
PyPi (📥 1.5K / month · 📦 1 · ⏱️ 26.11.2020):
```
 pip install keras-ocr
```

doc2text (🥉19 · ⭐ 1.2K) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python module.. MIT

GitHub (👨‍💻 5 · 🔀 92 · 📦 32 · 📋 21 - 57% open · ⏱️ 01.12.2020):
```
 git clone https://github.com/jlsutherland/doc2text
```
PyPi (📥 230 / month · ⏱️ 06.09.2016):
```
 pip install doc2text
```

calamari (🥉18 · ⭐ 760) - Line based ATR Engine based on OCRopy. Apache-2

GitHub (👨‍💻 17 · 🔀 160 · 📋 150 - 13% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/Calamari-OCR/calamari
```
PyPi (📥 350 / month · 📦 2 · ⏱️ 13.11.2018):
```
 pip install calamari_ocr
```

Show 1 hidden projects...

pdftabextract (🥉20 · ⭐ 1.9K · 💀) - A set of tools for extracting tables from PDF files.. Apache-2

Data Containers & Structures

General-purpose data containers & structures as well as utilities & extensions for pandas.

pandas (🥇42 · ⭐ 28K · 📉) - Flexible and powerful data analysis / manipulation library for.. BSD-3

GitHub (👨‍💻 2.6K · 🔀 12K · 📥 93K · 📦 370K · 📋 20K - 17% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/pandas-dev/pandas
```
PyPi (📥 23M / month · 📦 77K · ⏱️ 26.12.2020):
```
 pip install pandas
```
Conda (📥 13M · ⏱️ 14.01.2021):
```
 conda install -c conda-forge pandas
```

numpy (🥇42 · ⭐ 16K) - The fundamental package for scientific computing with Python. BSD-3

GitHub (👨‍💻 1.2K · 🔀 5.2K · 📥 300K · 📦 600K · 📋 9.5K - 23% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/numpy/numpy
```
PyPi (📥 37M / month · 📦 170K · ⏱️ 05.01.2021):
```
 pip install numpy
```
Conda (📥 15M · ⏱️ 11.01.2021):
```
 conda install -c conda-forge numpy
```

h5py (🥇36 · ⭐ 1.5K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3

GitHub (👨‍💻 160 · 🔀 390 · 📥 780 · 📦 99K · 📋 1.1K - 16% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/h5py/h5py
```
PyPi (📥 4.9M / month · 📦 23K · ⏱️ 06.11.2020):
```
 pip install h5py
```
Conda (📥 4.4M · ⏱️ 01.01.2021):
```
 conda install -c conda-forge h5py
```

Arrow (🥈35 · ⭐ 6.9K) - Apache Arrow is a cross-language development platform for in-memory.. Apache-2

GitHub (👨‍💻 610 · 🔀 1.7K · 📦 29 · 📋 650 - 16% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/apache/arrow
```
PyPi (📥 14M / month · 📦 990 · ⏱️ 19.10.2020):
```
 pip install pyarrow
```
Conda (📥 450K · ⏱️ 12.01.2021):
```
 conda install -c conda-forge arrow
```

xarray (🥈32 · ⭐ 1.9K) - N-D labeled arrays and datasets in Python. Apache-2

GitHub (👨‍💻 290 · 🔀 620 · 📦 4.9K · 📋 2.7K - 29% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/pydata/xarray
```
PyPi (📥 260K / month · 📦 1.1K · ⏱️ 30.11.2020):
```
 pip install xarray
```
Conda (📥 2.3M · ⏱️ 01.12.2020):
```
 conda install -c conda-forge xarray
```

numexpr (🥈31 · ⭐ 1.5K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT

GitHub (👨‍💻 55 · 🔀 160 · 📋 300 - 17% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/pydata/numexpr
```
PyPi (📥 660K / month · 📦 5.5K · ⏱️ 05.01.2020):
```
 pip install numexpr
```
Conda (📥 2.1M · ⏱️ 13.01.2021):
```
 conda install -c conda-forge numexpr
```

Modin (🥈29 · ⭐ 5.6K) - Modin: Speed up your Pandas workflows by changing a single line of.. Apache-2

GitHub (👨‍💻 66 · 🔀 380 · 📥 200K · 📦 280 · 📋 1.5K - 28% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/modin-project/modin
```
PyPi (📥 74K / month · 📦 18 · ⏱️ 12.01.2021):
```
 pip install modin
```

TinyDB (🥈29 · ⭐ 4K) - TinyDB is a lightweight document oriented database optimized for your.. MIT

GitHub (👨‍💻 62 · 🔀 350 · 📋 250 - 5% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/msiemens/tinydb
```
PyPi (📥 130K / month · 📦 1.1K · ⏱️ 14.11.2020):
```
 pip install tinydb
```
Conda (📥 99K · ⏱️ 14.11.2020):
```
 conda install -c conda-forge tinydb
```

Koalas (🥈29 · ⭐ 2.6K) - Koalas: pandas API on Apache Spark. Apache-2

GitHub (👨‍💻 47 · 🔀 290 · 📥 1K · 📦 70 · 📋 500 - 16% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/databricks/koalas
```
PyPi (📥 820K / month · 📦 1 · ⏱️ 11.12.2020):
```
 pip install koalas
```
Conda (📥 75K · ⏱️ 11.12.2020):
```
 conda install -c conda-forge koalas
```

PyTables (🥈28 · ⭐ 1K) - A Python package to manage extremely large amounts of data. BSD-3

GitHub (👨‍💻 96 · 🔀 180 · 📥 120 · 📋 590 - 25% open · ⏱️ 10.01.2021):
```
 git clone https://github.com/PyTables/PyTables
```
PyPi (📥 350K / month · 📦 3.8K · ⏱️ 30.10.2019):
```
 pip install tables
```
Conda (📥 2.1M · ⏱️ 14.01.2021):
```
 conda install -c conda-forge pytables
```

Bottleneck (🥈28 · ⭐ 570) - Fast NumPy array functions written in C. BSD-2

GitHub (👨‍💻 20 · 🔀 62 · 📦 18K · 📋 200 - 11% open · ⏱️ 25.11.2020):
```
 git clone https://github.com/pydata/bottleneck
```
PyPi (📥 200K / month · 📦 2.9K · ⏱️ 21.02.2020):
```
 pip install Bottleneck
```

Conda (📥 1.4M · ⏱️ 13.01.2021):

 conda install -c conda-forge bottleneck

datasketch (🥉27 · ⭐ 1.4K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

GitHub (👨‍💻 16 · 🔀 200 · 📥 16 · 📦 240 · 📋 110 - 17% open · ⏱️ 23.12.2020):
```
 git clone https://github.com/ekzhu/datasketch
```
PyPi (📥 180K / month · 📦 86 · ⏱️ 15.12.2020):
```
 pip install datasketch
```

zarr (🥉27 · ⭐ 620 · 📈) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

GitHub (👨‍💻 35 · 🔀 110 · 📦 520 · 📋 410 - 43% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/zarr-developers/zarr-python
```
PyPi (📥 61K / month · 📦 72 · ⏱️ 02.12.2020):
```
 pip install zarr
```
Conda (📥 520K · ⏱️ 03.12.2020):
```
 conda install -c conda-forge zarr
```

swifter (🥉25 · ⭐ 1.5K) - A package which efficiently applies any function to a pandas.. MIT

GitHub (👨‍💻 14 · 🔀 69 · 📦 270 · 📋 90 - 15% open · ⏱️ 19.12.2020):
```
 git clone https://github.com/jmcarpenter2/swifter
```
PyPi (📥 50K / month · 📦 16 · ⏱️ 11.10.2020):
```
 pip install swifter
```
Conda (📥 74K · ⏱️ 20.09.2020):
```
 conda install -c conda-forge swifter
```

bcolz (🥉25 · ⭐ 910) - A columnar data container that can be compressed. BSD-3

GitHub (👨‍💻 33 · 🔀 120 · 📦 1.5K · 📋 250 - 51% open · ⏱️ 10.09.2020):
```
 git clone https://github.com/Blosc/bcolz
```
PyPi (📥 19K / month · 📦 970 · ⏱️ 13.04.2018):
```
 pip install bcolz
```
Conda (📥 210K · ⏱️ 05.11.2019):
```
 conda install -c conda-forge bcolz
```

Pandaral·lel (🥉23 · ⭐ 1.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3

GitHub (👨‍💻 13 · 🔀 92 · 📦 140 · 📋 110 - 53% open · ⏱️ 16.12.2020):
```
 git clone https://github.com/nalepae/pandarallel
```
PyPi (📥 39K / month · ⏱️ 25.08.2020):
```
 pip install pandarallel
```

Vaex (🥉22 · ⭐ 5.6K) - Out-of-Core DataFrames for Python, ML, visualize and explore big tabular data.. MIT

GitHub (👨‍💻 37 · 🔀 430 · 📥 200 · 📋 660 - 41% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/vaexio/vaex
```
PyPi (📥 3.2K / month · 📦 2 · ⏱️ 13.01.2021):
```
 pip install vaex
```
Conda (📥 94K · ⏱️ 01.06.2020):
```
 conda install -c conda-forge vaex
```

datatable (🥉20 · ⭐ 1.1K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0

GitHub (👨‍💻 28 · 🔀 95 · 📥 740 · 📋 1.2K - 9% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/h2oai/datatable
```
PyPi (📥 15K / month · 📦 6 · ⏱️ 10.12.2020):
```
 pip install datatable
```

fletcher (🥉20 · ⭐ 210) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT

GitHub (👨‍💻 23 · 🔀 32 · 📥 12 · 📦 3 · 📋 72 - 45% open · ⏱️ 29.12.2020):
```
 git clone https://github.com/xhochy/fletcher
```
PyPi (📥 270 / month · ⏱️ 07.12.2020):
```
 pip install fletcher
```
Conda (📥 18K · ⏱️ 29.12.2020):
```
 conda install -c conda-forge fletcher
```

StaticFrame (🥉20 · ⭐ 210) - The StaticFrame library defines the Series and Frame, immutable data.. MIT

GitHub (👨‍💻 14 · 🔀 20 · 📦 5 · 📋 270 - 12% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/InvestmentSystems/static-frame
```
PyPi (📥 1.1K / month · ⏱️ 12.01.2021):
```
 pip install static-frame
```

Conda (📥 60K · ⏱️ 12.01.2021):

 conda install -c conda-forge static-frame

Bounter (🥉18 · ⭐ 890) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT

GitHub (👨‍💻 8 · 🔀 48 · 📦 20 · 📋 20 - 55% open · ⏱️ 16.08.2020):
```
 git clone https://github.com/RaRe-Technologies/bounter
```
PyPi (📥 270 / month · 📦 14 · ⏱️ 17.08.2020):
```
 pip install bounter
```

PandaPy (🥉15 · ⭐ 470) - PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x.. MIT

GitHub (👨‍💻 3 · 🔀 44 · 📦 1 · 📋 3 - 66% open · ⏱️ 12.11.2020):
```
 git clone https://github.com/firmai/pandapy
```
PyPi (📥 56 / month · ⏱️ 25.01.2020):
```
 pip install pandapy
```

Show 6 hidden projects...

Blaze (🥈28 · ⭐ 2.9K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
sklearn-pandas (🥈28 · ⭐ 2.3K) - Pandas integration with sklearn. ❗️Zlib
Arctic (🥉24 · ⭐ 2.1K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
pandasql (🥉22 · ⭐ 930 · 💀) - sqldf for pandas. MIT
pickleDB (🥉21 · ⭐ 530 · 💀) - pickleDB is an open source key-value store using Python's json.. BSD-3
Pandas Summary (🥉21 · ⭐ 360 · 💀) - An extension to pandas dataframes describe function. MIT

Data Loading & Extraction

Libraries for loading, collecting, and extracting data from a variety of data sources and formats.

Faker (🥇36 · ⭐ 12K) - Faker is a Python package that generates fake data for you. MIT

GitHub (👨‍💻 380 · 🔀 1.4K · 📦 22K · 📋 490 - 28% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/joke2k/faker
```
PyPi (📥 1.8M / month · 📦 4.7K · ⏱️ 15.01.2021):
```
 pip install Faker
```
Conda (📥 360K · ⏱️ 15.01.2021):
```
 conda install -c conda-forge faker
```

xlrd (🥇33 · ⭐ 1.8K) - Please use openpyxl where you can... BSD-3

GitHub (👨‍💻 50 · 🔀 410 · 📦 62K · ⏱️ 12.12.2020):
```
 git clone https://github.com/python-excel/xlrd
```
PyPi (📥 5M / month · 📦 14K · ⏱️ 11.12.2020):
```
 pip install xlrd
```
Conda (📥 1.1M · ⏱️ 09.01.2021):
```
 conda install -c conda-forge xlrd
```

xmltodict (🥇32 · ⭐ 4.2K · 💤) - Python module that makes working with XML feel like you are.. MIT

GitHub (👨‍💻 41 · 🔀 400 · 📦 20K · 📋 200 - 31% open · ⏱️ 26.04.2020):
```
 git clone https://github.com/martinblech/xmltodict
```
PyPi (📥 3.8M / month · 📦 8.2K · ⏱️ 11.02.2019):
```
 pip install xmltodict
```

Conda (📥 600K · ⏱️ 11.02.2019):

 conda install -c conda-forge xmltodict

Tablib (🥇32 · ⭐ 3.8K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

GitHub (👨‍💻 110 · 🔀 560 · 📦 9.1K · 📋 230 - 14% open · ⏱️ 11.12.2020):
```
 git clone https://github.com/jazzband/tablib
```
PyPi (📥 520K / month · 📦 2.4K · ⏱️ 05.12.2020):
```
 pip install tablib
```
Conda (📥 56K · ⏱️ 05.12.2020):
```
 conda install -c conda-forge tablib
```

TensorFlow Datasets (🥇32 · ⭐ 2.6K) - TFDS is a collection of datasets ready to use with.. Apache-2

GitHub (👨‍💻 180 · 🔀 940 · 📦 3.4K · 📋 920 - 43% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/tensorflow/datasets
```
PyPi (📥 520K / month · 📦 100 · ⏱️ 07.01.2021):
```
 pip install tensorflow-datasets
```

python-magic (🥈31 · ⭐ 1.8K · 📈) - A python wrapper for libmagic. MIT

GitHub (👨‍💻 49 · 🔀 220 · 📦 11K · 📋 150 - 17% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/ahupp/python-magic
```
PyPi (📥 1.3M / month · 📦 5.1K · ⏱️ 16.01.2021):
```
 pip install python-magic
```

Conda (📥 74K · ⏱️ 24.12.2020):

 conda install -c conda-forge python-magic

smart-open (🥈30 · ⭐ 1.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

GitHub (👨‍💻 71 · 🔀 270 · 📋 300 - 22% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/RaRe-Technologies/smart_open
```
PyPi (📥 8.3M / month · 📦 640 · ⏱️ 30.12.2020):
```
 pip install smart-open
```

Datasets (🥈29 · ⭐ 6.5K) - The largest hub of ready-to-use NLP datasets for ML models with.. Apache-2

GitHub (👨‍💻 200 · 🔀 670 · 📦 260 · 📋 500 - 37% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/huggingface/datasets
```
PyPi (📥 22K / month · 📦 18 · ⏱️ 04.01.2021):
```
 pip install datasets
```

pandas-datareader (🥈29 · ⭐ 1.8K) - Extract data from a wide range of Internet sources.. BSD-3

GitHub (👨‍💻 77 · 🔀 490 · 📦 7.5K · 📋 440 - 15% open · ⏱️ 31.12.2020):
```
 git clone https://github.com/pydata/pandas-datareader
```
PyPi (📥 120K / month · 📦 1.4K · ⏱️ 10.07.2020):
```
 pip install pandas-datareader
```

Conda (📥 86K · ⏱️ 20.11.2019):

 conda install -c conda-forge pandas-datareader

csvkit (🥉27 · ⭐ 4.4K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

GitHub (👨‍💻 91 · 🔀 540 · 📦 800 · 📋 800 - 7% open · ⏱️ 30.10.2020):
```
 git clone https://github.com/wireservice/csvkit
```
PyPi (📥 25K / month · 📦 700 · ⏱️ 03.03.2020):
```
 pip install csvkit
```
Conda (📥 45K · ⏱️ 28.05.2019):
```
 conda install -c conda-forge csvkit
```

snorkel (🥉27 · ⭐ 4.4K) - A system for quickly generating training data with weak supervision. Apache-2

GitHub (👨‍💻 62 · 🔀 710 · 📥 490 · 📦 64 · 📋 940 - 3% open · ⏱️ 05.09.2020):
```
 git clone https://github.com/snorkel-team/snorkel
```
PyPi (📥 64K / month · 📦 4 · ⏱️ 07.04.2020):
```
 pip install snorkel
```
Conda (📥 15K · ⏱️ 10.04.2020):
```
 conda install -c conda-forge snorkel
```

PDFMiner (🥉26 · ⭐ 4.5K · 💤) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT

GitHub (👨‍💻 28 · 🔀 1K · 📦 2K · 📋 260 - 85% open · ⏱️ 18.01.2020):
```
 git clone https://github.com/euske/pdfminer
```
PyPi (📥 170K / month · 📦 1.5K · ⏱️ 25.11.2019):
```
 pip install pdfminer
```
Conda (📥 13K · ⏱️ 03.11.2019):
```
 conda install -c conda-forge pdfminer
```

tabulator-py (🥉26 · ⭐ 200) - Python library for reading and writing tabular data via streams. MIT

GitHub (👨‍💻 24 · 🔀 40 · 📦 460 · ⏱️ 30.11.2020):
```
 git clone https://github.com/frictionlessdata/tabulator-py
```
PyPi (📥 88K / month · 📦 100 · ⏱️ 30.11.2020):
```
 pip install tabulator
```

Conda (📥 37K · ⏱️ 24.07.2018):

 conda install -c conda-forge tabulator-py

Intake (🥉24 · ⭐ 520) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

GitHub (👨‍💻 51 · 🔀 91 · 📦 220 · 📋 260 - 28% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/intake/intake
```
PyPi (📥 2.4K / month · 📦 74 · ⏱️ 03.06.2020):
```
 pip install intake
```
Conda (📥 55K · ⏱️ 03.06.2020):
```
 conda install -c conda-forge intake
```

SDV (🥉21 · ⭐ 310) - Synthetic Data Generation for tabular, relational and time series data. MIT

GitHub (👨‍💻 33 · 🔀 54 · 📦 13 · 📋 170 - 24% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/sdv-dev/SDV
```
PyPi (📥 1K / month · ⏱️ 31.12.2020):
```
 pip install sdv
```

datatest (🥉21 · ⭐ 240) - Tools for test driven data-wrangling and data validation. Apache-2

GitHub (👨‍💻 6 · 🔀 13 · 📦 28 · 📋 51 - 17% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/shawnbrown/datatest
```
PyPi (📥 2.2K / month · 📦 2 · ⏱️ 04.01.2021):
```
 pip install datatest
```

Show 6 hidden projects...

textract (🥉26 · ⭐ 2.9K · 💀) - extract text from any document. no muss. no fuss. MIT
Camelot (🥉23 · ⭐ 3K · 💀) - Camelot: PDF Table Extraction for Humans. MIT
Singer (🥉23 · ⭐ 670 · 📉) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
messytables (🥉23 · ⭐ 360 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
pyexcel-xlsx (🥉23 · ⭐ 83) - A wrapper library to read, manipulate and write data in xlsx and.. BSD-3
rows (🥉20 · ⭐ 730) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

Web Scraping & Crawling

Libraries for web scraping, crawling, downloading, and mining as well as libraries.

🔗 best-of-web-python - Web Scraping ( ⭐ 400) - Collection of web-scraping and crawling libraries.

Data Pipelines & Streaming

Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.

Celery (🥇37 · ⭐ 17K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

GitHub (👨‍💻 1.1K · 🔀 3.9K · 📦 48K · 📋 4.4K - 11% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/celery/celery
```
PyPi (📥 1.9M / month · 📦 28K · ⏱️ 16.12.2020):
```
 pip install celery
```
Conda (📥 360K · ⏱️ 11.11.2020):
```
 conda install -c conda-forge celery
```

Airflow (🥇35 · ⭐ 20K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2

GitHub (👨‍💻 1.7K · 🔀 7.8K · 📥 77K · 📋 2.8K - 34% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/apache/airflow
```
PyPi (📥 520K / month · 📦 290 · ⏱️ 14.12.2020):
```
 pip install apache-airflow
```
Conda (📥 260K · ⏱️ 26.11.2020):
```
 conda install -c conda-forge airflow
```
Docker Hub (📥 4.4M · ⭐ 200 · ⏱️ 16.01.2021):
```
 docker pull apache/airflow
```

joblib (🥇35 · ⭐ 2.3K) - Computing with Python functions. BSD-3

GitHub (👨‍💻 98 · 🔀 290 · 📦 77K · 📋 640 - 45% open · ⏱️ 28.12.2020):
```
 git clone https://github.com/joblib/joblib
```
PyPi (📥 16M / month · 📦 6.6K · ⏱️ 14.12.2020):
```
 pip install joblib
```
Conda (📥 2.8M · ⏱️ 14.12.2020):
```
 conda install -c conda-forge joblib
```

luigi (🥇33 · ⭐ 14K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2

GitHub (👨‍💻 550 · 🔀 2.2K · 📦 1.3K · 📋 900 - 7% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/spotify/luigi
```
PyPi (📥 350K / month · 📦 680 · ⏱️ 23.09.2020):
```
 pip install luigi
```
Conda (📥 6.3K · ⏱️ 21.07.2020):
```
 conda install -c anaconda luigi
```

rq (🥇33 · ⭐ 7.5K) - Simple job queues for Python. BSD-3

GitHub (👨‍💻 220 · 🔀 1.2K · 📦 7.1K · 📋 810 - 17% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/rq/rq
```
PyPi (📥 220K / month · 📦 3.3K · ⏱️ 29.11.2020):
```
 pip install rq
```
Conda (📥 43K · ⏱️ 29.11.2020):
```
 conda install -c conda-forge rq
```

Beam (🥈32 · ⭐ 4.5K) - Unified programming model to define and execute data processing.. Apache-2

GitHub (👨‍💻 1K · 🔀 2.8K · ⏱️ 16.01.2021):
```
 git clone https://github.com/apache/beam
```
PyPi (📥 1.4M / month · 📦 190 · ⏱️ 08.01.2021):
```
 pip install apache-beam
```

Prefect (🥈30 · ⭐ 5.7K) - The easiest way to automate your data. Apache-2

GitHub (👨‍💻 170 · 🔀 500 · 📦 240 · 📋 1.5K - 14% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 44K / month · 📦 2 · ⏱️ 13.01.2021):
```
 pip install prefect
```
Conda (📥 65K · ⏱️ 13.01.2021):
```
 conda install -c conda-forge prefect
```

mrjob (🥈30 · ⭐ 2.5K) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2

GitHub (👨‍💻 140 · 🔀 590 · 📦 650 · 📋 1.3K - 15% open · ⏱️ 16.11.2020):
```
 git clone https://github.com/Yelp/mrjob
```
PyPi (📥 100K / month · 📦 110 · ⏱️ 17.09.2020):
```
 pip install mrjob
```
Conda (📥 310K · ⏱️ 24.12.2020):
```
 conda install -c conda-forge mrjob
```

Kedro (🥈28 · ⭐ 3.3K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2

GitHub (👨‍💻 93 · 🔀 380 · 📦 360 · 📋 430 - 20% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/quantumblacklabs/kedro
```
PyPi (📥 48K / month · 📦 16 · ⏱️ 17.12.2020):
```
 pip install kedro
```

dbt (🥈28 · ⭐ 2.4K) - dbt (data build tool) enables data analysts and engineers to transform.. Apache-2

GitHub (👨‍💻 130 · 🔀 470 · 📦 170 · 📋 1.7K - 15% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/fishtown-analytics/dbt
```
PyPi (📥 94K / month · 📦 18 · ⏱️ 14.01.2021):
```
 pip install dbt
```
Conda (📥 150K · ⏱️ 14.05.2020):
```
 conda install -c conda-forge dbt
```

faust (🥈27 · ⭐ 5.2K) - Python Stream Processing. BSD-3

GitHub (👨‍💻 91 · 🔀 420 · 📦 590 · 📋 440 - 50% open · ⏱️ 09.10.2020):
```
 git clone https://github.com/robinhood/faust
```
PyPi (📥 51K / month · 📦 28 · ⏱️ 25.02.2020):
```
 pip install faust
```

Dagster (🥈27 · ⭐ 2.8K · 📈) - A data orchestrator for machine learning, analytics, and ETL. Apache-2

GitHub (👨‍💻 110 · 🔀 270 · 📦 130 · 📋 2.4K - 24% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/dagster-io/dagster
```
PyPi (📥 24K / month · 📦 4 · ⏱️ 15.01.2021):
```
 pip install dagster
```
Conda (📥 120K · ⏱️ 04.12.2020):
```
 conda install -c conda-forge dagster
```

petl (🥈27 · ⭐ 810) - Python Extract Transform and Load Tables of Data. MIT

GitHub (👨‍💻 44 · 🔀 150 · 📦 310 · 📋 410 - 16% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/petl-developers/petl
```
PyPi (📥 12K / month · 📦 110 · ⏱️ 06.10.2020):
```
 pip install petl
```
Conda (📥 19K · ⏱️ 29.12.2020):
```
 conda install -c conda-forge petl
```

PyFunctional (🥈26 · ⭐ 1.8K) - Python library for creating data pipelines with chain functional.. MIT

GitHub (👨‍💻 23 · 🔀 99 · 📦 250 · 📋 120 - 1% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 29K / month · ⏱️ 12.01.2021):
```
 pip install pyfunctional
```

TFX (🥈26 · ⭐ 1.3K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2

GitHub (👨‍💻 97 · 🔀 370 · 📋 500 - 39% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/tensorflow/tfx
```
PyPi (📥 110K / month · 📦 4 · ⏱️ 06.01.2021):
```
 pip install tfx
```

streamparse (🥉25 · ⭐ 1.4K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2

GitHub (👨‍💻 40 · 🔀 220 · 📦 47 · 📋 330 - 20% open · ⏱️ 18.12.2020):
```
 git clone https://github.com/Parsely/streamparse
```
PyPi (📥 1.5K / month · 📦 26 · ⏱️ 07.10.2020):
```
 pip install streamparse
```

Great Expectations (🥉23 · ⭐ 3.4K) - Always know what to expect from your data. Apache-2

GitHub (👨‍💻 140 · 🔀 380 · 📋 750 - 21% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/great-expectations/great_expectations
```
PyPi (📥 340K / month · 📦 6 · ⏱️ 23.12.2020):
```
 pip install great_expectations
```

bonobo (🥉23 · ⭐ 1.4K) - Extract Transform Load for Python 3.5+. Apache-2

GitHub (👨‍💻 36 · 🔀 110 · 📦 100 · 📋 170 - 36% open · ⏱️ 01.01.2021):
```
 git clone https://github.com/python-bonobo/bonobo
```
PyPi (📥 2.1K / month · 📦 24 · ⏱️ 20.07.2019):
```
 pip install bonobo
```

Optimus (🥉23 · ⭐ 970) - Agile Data Preparation Workflows madeeasy with dask, cudf,.. Apache-2

GitHub (👨‍💻 21 · 🔀 190 · 📦 11 · 📋 300 - 45% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/ironmussa/Optimus
```
PyPi (📥 5.5K / month · ⏱️ 30.05.2019):
```
 pip install optimuspyspark
```

pysparkling (🥉23 · ⭐ 230) - A pure Python implementation of Apache Spark's RDD and DStream.. MIT

GitHub (👨‍💻 9 · 🔀 43 · 📦 56 · 📋 21 - 4% open · ⏱️ 10.01.2021):
```
 git clone https://github.com/svenkreiss/pysparkling
```
PyPi (📥 4.4K / month · 📦 14 · ⏱️ 10.01.2021):
```
 pip install pysparkling
```

Pypeline (🥉21 · ⭐ 1.2K) - Concurrent data pipelines in Python . MIT

GitHub (👨‍💻 9 · 🔀 66 · 📋 47 - 25% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/cgarciae/pypeln
```
PyPi (📥 2K / month · 📦 5 · ⏱️ 05.01.2021):
```
 pip install pypeln
```

dpark (🥉20 · ⭐ 2.6K) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3

GitHub (👨‍💻 35 · 🔀 550 · 📦 3 · ⏱️ 25.12.2020):
```
 git clone https://github.com/douban/dpark
```
PyPi (📥 11 / month · 📦 1 · ⏱️ 27.07.2018):
```
 pip install dpark
```

mrq (🥉20 · ⭐ 830) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT

GitHub (👨‍💻 37 · 🔀 110 · 📦 23 · 📋 180 - 32% open · ⏱️ 13.12.2020):
```
 git clone https://github.com/pricingassistant/mrq
```
PyPi (📥 240 / month · 📦 12 · ⏱️ 31.08.2018):
```
 pip install mrq
```

pdpipe (🥉20 · ⭐ 580) - Easy pipelines for pandas DataFrames. MIT

GitHub (👨‍💻 8 · 🔀 29 · 📦 23 · 📋 20 - 30% open · ⏱️ 17.11.2020):
```
 git clone https://github.com/pdpipe/pdpipe
```
PyPi (📥 800 / month · ⏱️ 09.11.2020):
```
 pip install pdpipe
```

TaskTiger (🥉19 · ⭐ 1K) - Python task queue using Redis. MIT

GitHub (👨‍💻 19 · 🔀 58 · 📦 19 · 📋 61 - 49% open · ⏱️ 17.12.2020):
```
 git clone https://github.com/closeio/tasktiger
```
PyPi (📥 330 / month · 📦 9 · ⏱️ 18.06.2020):
```
 pip install tasktiger
```

Databolt Flow (🥉19 · ⭐ 890) - Python library for building highly effective data science workflows. MIT

GitHub (👨‍💻 10 · 🔀 64 · 📦 12 · 📋 16 - 31% open · ⏱️ 19.12.2020):
```
 git clone https://github.com/d6t/d6tflow
```
PyPi (📥 160 / month · ⏱️ 19.12.2020):
```
 pip install d6tflow
```

spark-deep-learning (🥉18 · ⭐ 1.8K) - Deep Learning Pipelines for Apache Spark. Apache-2

GitHub (👨‍💻 15 · 🔀 440 · 📦 15 · 📋 99 - 73% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/databricks/spark-deep-learning
```

riko (🥉18 · ⭐ 1.5K) - A Python stream processing engine modeled after Yahoo! Pipes. MIT

GitHub (👨‍💻 18 · 🔀 70 · 📋 30 - 73% open · ⏱️ 14.08.2020):
```
 git clone https://github.com/nerevu/riko
```
PyPi (📥 130 / month · 📦 1 · ⏱️ 14.08.2020):
```
 pip install riko
```

flupy (🥉18 · ⭐ 150) - Fluent data pipelines for python and your shell. MIT

GitHub (👨‍💻 4 · 🔀 9 · ⏱️ 06.01.2021):
```
 git clone https://github.com/olirice/flupy
```
PyPi (📥 1.8K / month · ⏱️ 06.01.2021):
```
 pip install flupy
```

Mara Pipelines (🥉17 · ⭐ 1.6K) - A lightweight opinionated ETL framework, halfway between plain.. MIT

GitHub (👨‍💻 15 · 🔀 76 · 📦 7 · 📋 17 - 35% open · ⏱️ 31.07.2020):
```
 git clone https://github.com/mara/mara-pipelines
```
PyPi (📥 22 / month · ⏱️ 31.07.2020):
```
 pip install mara-pipelines
```

BatchFlow (🥉17 · ⭐ 150) - BatchFlow helps you conveniently work with random or sequential.. Apache-2

GitHub (👨‍💻 28 · 🔀 33 · 📋 100 - 49% open · ⏱️ 08.12.2020):
```
 git clone https://github.com/analysiscenter/batchflow
```
PyPi (📥 12 / month · ⏱️ 23.08.2019):
```
 pip install batchflow
```

zenml (🥉15 · ⭐ 380 · 🐣) - ZenML: Bring Zen to your ML with reproducible pipelines. Apache-2

GitHub (👨‍💻 7 · 🔀 23 · 📦 1 · 📋 4 - 25% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/maiot-io/zenml
```
PyPi (📥 230 / month · ⏱️ 08.01.2021):
```
 pip install zenml
```

Show 2 hidden projects...

ploomber (🥉18 · ⭐ 110) - A convention over configuration workflow orchestrator. Develop.. Apache-2
Botflow (🥉15 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

Distributed Machine Learning

Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.

dask (🥇35 · ⭐ 7.8K) - Parallel computing with task scheduling. BSD-3

GitHub (👨‍💻 420 · 🔀 1.2K · 📦 25K · 📋 3.5K - 20% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/dask/dask
```
PyPi (📥 1.2M / month · 📦 3.9K · ⏱️ 15.01.2021):
```
 pip install dask
```
Conda (📥 2.8M · ⏱️ 16.01.2021):
```
 conda install -c conda-forge dask
```

dask.distributed (🥇34 · ⭐ 1.1K) - A distributed task scheduler for Dask. BSD-3

GitHub (👨‍💻 230 · 🔀 500 · 📦 16K · 📋 2K - 36% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/dask/distributed
```
PyPi (📥 740K / month · 📦 1.8K · ⏱️ 15.01.2021):
```
 pip install distributed
```

Conda (📥 3.5M · ⏱️ 16.01.2021):

 conda install -c conda-forge distributed

Ray (🥇33 · ⭐ 14K) - An open source framework that provides a simple, universal API for.. Apache-2

GitHub (👨‍💻 420 · 🔀 2.3K · 📦 1.5K · 📋 5.7K - 21% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/ray-project/ray
```
PyPi (📥 150K / month · 📦 160 · ⏱️ 24.12.2020):
```
 pip install ray
```

horovod (🥈30 · ⭐ 11K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2

GitHub (👨‍💻 110 · 🔀 1.7K · 📦 310 · 📋 1.7K - 16% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/horovod/horovod
```
PyPi (📥 110K / month · 📦 40 · ⏱️ 07.01.2021):
```
 pip install horovod
```

ipyparallel (🥈29 · ⭐ 1.9K) - Interactive Parallel Computing in Python. BSD-3

GitHub (👨‍💻 94 · 🔀 730 · 📦 1.4K · 📋 250 - 56% open · ⏱️ 24.08.2020):
```
 git clone https://github.com/ipython/ipyparallel
```
PyPi (📥 68K / month · 📦 490 · ⏱️ 05.05.2020):
```
 pip install ipyparallel
```

Conda (📥 360K · ⏱️ 14.12.2020):

 conda install -c conda-forge ipyparallel

dask-ml (🥈26 · ⭐ 680) - Scalable Machine Learning with Dask. BSD-3

GitHub (👨‍💻 61 · 🔀 180 · 📦 330 · 📋 370 - 46% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/dask/dask-ml
```
PyPi (📥 30K / month · 📦 42 · ⏱️ 24.09.2020):
```
 pip install dask-ml
```
Conda (📥 190K · ⏱️ 24.09.2020):
```
 conda install -c conda-forge dask-ml
```

Mesh (🥈26 · ⭐ 670) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2

GitHub (👨‍💻 38 · 🔀 120 · 📦 480 · 📋 84 - 85% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/tensorflow/mesh
```
PyPi (📥 91K / month · 📦 28 · ⏱️ 17.12.2020):
```
 pip install mesh-tensorflow
```

BigDL (🥈25 · ⭐ 3.7K) - BigDL: Distributed Deep Learning Framework for Apache Spark. Apache-2

GitHub (👨‍💻 71 · 🔀 900 · 📦 21 · 📋 900 - 19% open · ⏱️ 23.12.2020):
```
 git clone https://github.com/intel-analytics/BigDL
```
PyPi (📥 1.2K / month · 📦 6 · ⏱️ 29.12.2020):
```
 pip install bigdl
```

Maven (⏱️ 05.12.2020):

 <dependency>
 	<groupId>com.intel.analytics.bigdl</groupId>
 	<artifactId>bigdl-SPARK_2.4</artifactId>
 	<version>[VERSION]</version>
 </dependency>

TensorFlowOnSpark (🥈25 · ⭐ 3.6K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2

GitHub (👨‍💻 33 · 🔀 930 · 📋 340 - 1% open · ⏱️ 21.12.2020):
```
 git clone https://github.com/yahoo/TensorFlowOnSpark
```
PyPi (📥 62K / month · 📦 5 · ⏱️ 18.12.2020):
```
 pip install tensorflowonspark
```

mpi4py (🥈25 · ⭐ 370) - Python bindings for MPI. BSD-3

GitHub (👨‍💻 13 · 🔀 61 · 📥 660 · 📋 4 - 25% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 140K / month · 📦 700 · ⏱️ 04.11.2019):
```
 pip install mpi4py
```
Conda (📥 500K · ⏱️ 08.01.2021):
```
 conda install -c conda-forge mpi4py
```

Elephas (🥉24 · ⭐ 1.4K) - Distributed Deep learning with Keras & Spark. MIT keras

GitHub (👨‍💻 26 · 🔀 290 · 📦 36 · 📋 140 - 28% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/maxpumperla/elephas
```
PyPi (📥 7.5K / month · 📦 3 · ⏱️ 14.01.2021):
```
 pip install elephas
```

petastorm (🥉24 · ⭐ 1K) - Petastorm library enables single machine or distributed training.. Apache-2

GitHub (👨‍💻 37 · 🔀 180 · 📥 290 · 📦 24 · 📋 230 - 52% open · ⏱️ 15.12.2020):
```
 git clone https://github.com/uber/petastorm
```
PyPi (📥 25K / month · ⏱️ 15.12.2020):
```
 pip install petastorm
```

DeepSpeed (🥉23 · ⭐ 3.9K) - DeepSpeed is a deep learning optimization library that makes.. MIT

GitHub (👨‍💻 38 · 🔀 360 · 📦 8 · 📋 270 - 43% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/microsoft/DeepSpeed
```
PyPi (📥 1.4K / month · ⏱️ 08.01.2021):
```
 pip install deepspeed
```
Docker Hub (📥 6.7K · ⭐ 2 · ⏱️ 20.11.2020):
```
 docker pull deepspeed/deepspeed
```

MMLSpark (🥉23 · ⭐ 2.2K) - Microsoft Machine Learning for Apache Spark. MIT

GitHub (👨‍💻 61 · 🔀 470 · 📋 380 - 44% open · ⏱️ 09.01.2021):
```
 git clone https://github.com/Azure/mmlspark
```
PyPi (📥 26K / month · ⏱️ 18.03.2020):
```
 pip install mmlspark
```

analytics-zoo (🥉22 · ⭐ 2.2K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2

GitHub (👨‍💻 81 · 🔀 630 · 📦 2 · 📋 920 - 47% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/intel-analytics/analytics-zoo
```
PyPi (📥 630 / month · ⏱️ 10.01.2021):
```
 pip install analytics-zoo
```

Submit it (🥉20 · ⭐ 290) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT

GitHub (👨‍💻 9 · 🔀 17 · 📦 75 · 📋 23 - 39% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/facebookincubator/submitit
```
PyPi (📥 2.1K / month · ⏱️ 01.12.2020):
```
 pip install submitit
```
Conda (📥 790 · ⏱️ 19.11.2020):
```
 conda install -c conda-forge submitit
```

BytePS (🥉19 · ⭐ 2.7K) - A high performance and generic framework for distributed DNN training. Apache-2

GitHub (👨‍💻 16 · 🔀 360 · 📋 210 - 33% open · ⏱️ 10.01.2021):
```
 git clone https://github.com/bytedance/byteps
```
PyPi (📥 52 / month · ⏱️ 04.11.2020):
```
 pip install byteps
```
Docker Hub (📥 960 · ⏱️ 03.03.2020):
```
 docker pull bytepsimage/tensorflow
```

Apache Singa (🥉19 · ⭐ 2.2K) - a distributed deep learning platform. Apache-2

GitHub (👨‍💻 70 · 🔀 570 · 📋 81 - 60% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/apache/singa
```
Conda (📥 250 · ⏱️ 15.01.2021):
```
 conda install -c nusdbsystem singa
```
Docker Hub (📥 160 · ⭐ 2 · ⏱️ 04.06.2019):
```
 docker pull apache/singa
```

FairScale (🥉19 · ⭐ 640 · 🐣) - PyTorch extensions for high performance and large scale.. BSD-3

GitHub (👨‍💻 18 · 🔀 43 · 📦 2 · 📋 86 - 34% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/facebookresearch/fairscale
```
PyPi (📥 1.2K / month · ⏱️ 07.01.2021):
```
 pip install fairscale
```

sk-dist (🥉18 · ⭐ 250) - Distributed scikit-learn meta-estimators in PySpark. Apache-2

GitHub (👨‍💻 6 · 🔀 42 · 📦 6 · 📋 16 - 43% open · ⏱️ 07.01.2021):
```
 git clone https://github.com/Ibotta/sk-dist
```
PyPi (📥 3.4K / month · 📦 2 · ⏱️ 14.05.2020):
```
 pip install sk-dist
```

Fiber (🥉17 · ⭐ 840) - Distributed Computing for AI Made Simple. Apache-2

GitHub (👨‍💻 5 · 🔀 89 · 📦 17 · 📋 18 - 72% open · ⏱️ 06.10.2020):
```
 git clone https://github.com/uber/fiber
```
PyPi (📥 960 / month · 📦 1 · ⏱️ 09.07.2020):
```
 pip install fiber
```

somoclu (🥉17 · ⭐ 220) - Massively parallel self-organizing maps: accelerate training on multicore.. MIT

GitHub (👨‍💻 17 · 🔀 55 · 📥 1.4K · 📋 130 - 19% open · ⏱️ 24.07.2020):
```
 git clone https://github.com/peterwittek/somoclu
```
PyPi (📥 1.2K / month · 📦 2 · ⏱️ 25.04.2020):
```
 pip install somoclu
```
Conda (📥 39K · ⏱️ 13.10.2020):
```
 conda install -c conda-forge somoclu
```

Hivemind (🥉16 · ⭐ 640) - Decentralized deep learning in PyTorch. Built to train models on.. MIT

GitHub (👨‍💻 8 · 🔀 29 · 📦 1 · 📋 32 - 46% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/learning-at-home/hivemind
```
PyPi (📥 12 / month · 📦 1 · ⏱️ 28.08.2020):
```
 pip install hivemind
```

Show 3 hidden projects...

DEAP (🥈28 · ⭐ 4K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
TensorFrames (🥉19 · ⭐ 770 · 💀) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
LazyCluster (🥉12 · ⭐ 33) - Distributed machine learning made simple. Apache-2

Hyperparameter Optimization & AutoML

Libraries for hyperparameter optimization, automl and neural architecture search.

Optuna (🥇31 · ⭐ 3.9K) - A hyperparameter optimization framework. MIT

GitHub (👨‍💻 120 · 🔀 440 · 📦 860 · 📋 660 - 29% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/optuna/optuna
```
PyPi (📥 150K / month · 📦 52 · ⏱️ 04.11.2020):
```
 pip install optuna
```
Conda (📥 17K · ⏱️ 13.01.2021):
```
 conda install -c conda-forge optuna
```

scikit-optimize (🥇31 · ⭐ 2K) - Sequential model-based optimization with a `scipy.optimize`.. BSD-3

GitHub (👨‍💻 68 · 🔀 370 · 📦 1.3K · 📋 520 - 31% open · ⏱️ 31.12.2020):
```
 git clone https://github.com/scikit-optimize/scikit-optimize
```
PyPi (📥 460K / month · 📦 160 · ⏱️ 04.09.2020):
```
 pip install scikit-optimize
```

Conda (📥 180K · ⏱️ 04.09.2020):

 conda install -c conda-forge scikit-optimize

Hyperopt (🥇30 · ⭐ 5.3K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3

GitHub (👨‍💻 84 · 🔀 840 · 📦 2.5K · 📋 550 - 60% open · ⏱️ 24.12.2020):
```
 git clone https://github.com/hyperopt/hyperopt
```
PyPi (📥 380K / month · 📦 500 · ⏱️ 07.10.2020):
```
 pip install hyperopt
```
Conda (📥 160K · ⏱️ 14.10.2020):
```
 conda install -c conda-forge hyperopt
```

featuretools (🥇28 · ⭐ 5.3K) - An open source python library for automated feature engineering. BSD-3

GitHub (👨‍💻 49 · 🔀 690 · 📦 650 · 📋 500 - 22% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/alteryx/featuretools
```
PyPi (📥 59K / month · 📦 70 · ⏱️ 31.12.2020):
```
 pip install featuretools
```

Conda (📥 43K · ⏱️ 05.01.2021):

 conda install -c conda-forge featuretools

Keras Tuner (🥇28 · ⭐ 2.2K) - Hyperparameter tuning for humans. Apache-2

GitHub (👨‍💻 28 · 🔀 260 · 📦 360 · 📋 280 - 51% open · ⏱️ 09.12.2020):
```
 git clone https://github.com/keras-team/keras-tuner
```
PyPi (📥 200K / month · 📦 2 · ⏱️ 20.11.2020):
```
 pip install keras-tuner
```

NNI (🥈27 · ⭐ 8.7K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT

GitHub (👨‍💻 110 · 🔀 1.1K · 📦 78 · 📋 1.1K - 21% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/microsoft/nni
```
PyPi (📥 1.6K / month · 📦 16 · ⏱️ 14.01.2021):
```
 pip install nni
```

AutoKeras (🥈27 · ⭐ 7.7K) - AutoML library for deep learning. Apache-2

GitHub (👨‍💻 130 · 🔀 1.2K · 📦 140 · 📋 720 - 8% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/keras-team/autokeras
```
PyPi (📥 4.8K / month · 📦 7 · ⏱️ 30.11.2020):
```
 pip install autokeras
```

auto-sklearn (🥈26 · ⭐ 5.2K) - Automated Machine Learning with scikit-learn. BSD-3

GitHub (👨‍💻 63 · 🔀 970 · 📦 130 · 📋 670 - 17% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/automl/auto-sklearn
```
PyPi (📥 6.3K / month · 📦 30 · ⏱️ 04.01.2021):
```
 pip install auto-sklearn
```

Bayesian Optimization (🥈26 · ⭐ 4.8K) - A Python implementation of global optimization with.. MIT

GitHub (👨‍💻 27 · 🔀 1K · 📥 46 · 📦 570 · 📋 210 - 20% open · ⏱️ 19.12.2020):
```
 git clone https://github.com/fmfn/BayesianOptimization
```
PyPi (📥 47K / month · 📦 92 · ⏱️ 16.05.2020):
```
 pip install bayesian-optimization
```

AutoGluon (🥈26 · ⭐ 2.9K) - AutoGluon: AutoML for Text, Image, and Tabular Data. Apache-2

GitHub (👨‍💻 50 · 🔀 380 · 📦 44 · 📋 370 - 40% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/awslabs/autogluon
```
PyPi (📥 19K / month · ⏱️ 17.01.2021):
```
 pip install autogluon
```

BoTorch (🥈26 · ⭐ 1.8K) - Bayesian optimization in PyTorch. MIT

GitHub (👨‍💻 50 · 🔀 170 · 📦 74 · 📋 150 - 26% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/pytorch/botorch
```
PyPi (📥 25K / month · ⏱️ 08.12.2020):
```
 pip install botorch
```

SMAC3 (🥈26 · ⭐ 550) - Sequential Model-based Algorithm Configuration. BSD-3

GitHub (👨‍💻 30 · 🔀 150 · 📋 330 - 23% open · ⏱️ 29.10.2020):
```
 git clone https://github.com/automl/SMAC3
```
PyPi (📥 8.5K / month · 📦 58 · ⏱️ 29.10.2020):
```
 pip install smac
```

nevergrad (🥈25 · ⭐ 2.8K) - A Python toolbox for performing gradient-free optimization. MIT

GitHub (👨‍💻 42 · 🔀 270 · 📦 110 · 📋 190 - 39% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 7.2K / month · 📦 14 · ⏱️ 10.12.2020):
```
 pip install nevergrad
```

Conda (📥 5.6K · ⏱️ 14.12.2020):

 conda install -c conda-forge nevergrad

Ax (🥈25 · ⭐ 1.4K) - Adaptive Experimentation Platform. MIT

GitHub (👨‍💻 91 · 🔀 140 · 📦 120 · 📋 210 - 16% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/facebook/Ax
```
PyPi (📥 15K / month · 📦 4 · ⏱️ 08.12.2020):
```
 pip install ax-platform
```

Hyperas (🥈24 · ⭐ 2.1K) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT

GitHub (👨‍💻 21 · 🔀 300 · 📋 250 - 35% open · ⏱️ 22.12.2020):
```
 git clone https://github.com/maxpumperla/hyperas
```
PyPi (📥 12K / month · 📦 21 · ⏱️ 28.02.2019):
```
 pip install hyperas
```

GPyOpt (🥈24 · ⭐ 700) - Gaussian Process Optimization using GPy. BSD-3

GitHub (👨‍💻 49 · 🔀 220 · 📦 160 · 📋 290 - 34% open · ⏱️ 05.11.2020):
```
 git clone https://github.com/SheffieldML/GPyOpt
```
PyPi (📥 3.9K / month · 📦 36 · ⏱️ 19.03.2020):
```
 pip install gpyopt
```

Talos (🥉22 · ⭐ 1.4K) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT

GitHub (👨‍💻 19 · 🔀 220 · 📦 110 · 📋 380 - 10% open · ⏱️ 21.11.2020):
```
 git clone https://github.com/autonomio/talos
```
PyPi (📥 900 / month · 📦 6 · ⏱️ 09.11.2020):
```
 pip install talos
```

Orion (🥉22 · ⭐ 180) - Asynchronous Distributed Hyperparameter Optimization. BSD-3

GitHub (👨‍💻 18 · 🔀 35 · 📦 39 · 📋 120 - 16% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/Epistimio/orion
```
PyPi (📥 950 / month · 📦 8 · ⏱️ 04.12.2020):
```
 pip install orion
```

AdaNet (🥉21 · ⭐ 3.2K) - Fast and flexible AutoML with learning guarantees. Apache-2

GitHub (👨‍💻 26 · 🔀 500 · 📦 33 · 📋 110 - 57% open · ⏱️ 09.07.2020):
```
 git clone https://github.com/tensorflow/adanet
```
PyPi (📥 680 / month · 📦 2 · ⏱️ 09.07.2020):
```
 pip install adanet
```

optunity (🥉21 · ⭐ 360 · 💤) - optimization routines for hyperparameter tuning. BSD-3

GitHub (👨‍💻 9 · 🔀 72 · 📥 62 · 📦 58 · 📋 93 - 48% open · ⏱️ 11.05.2020):
```
 git clone https://github.com/claesenm/optunity
```
PyPi (📥 11K / month · 📦 7 · ⏱️ 30.09.2015):
```
 pip install optunity
```

Neuraxle (🥉21 · ⭐ 350) - A Sklearn-like Framework for Hyperparameter Tuning and AutoML in.. Apache-2

GitHub (👨‍💻 7 · 🔀 39 · 📦 17 · 📋 250 - 47% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/Neuraxio/Neuraxle
```
PyPi (📥 280 / month · ⏱️ 20.09.2020):
```
 pip install neuraxle
```

mljar-supervised (🥉20 · ⭐ 740) - Automates Machine Learning Pipeline with Feature Engineering.. MIT

GitHub (👨‍💻 7 · 🔀 97 · 📦 9 · 📋 270 - 18% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/mljar/mljar-supervised
```
PyPi (📥 2.9K / month · ⏱️ 14.01.2021):
```
 pip install mljar-supervised
```

Auto ViML (🥉20 · ⭐ 200) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2

GitHub (👨‍💻 6 · 🔀 52 · 📦 13 · 📋 16 - 18% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/AutoViML/Auto_ViML
```
PyPi (📥 520 / month · ⏱️ 15.01.2021):
```
 pip install autoviml
```

Test Tube (🥉19 · ⭐ 650 · 💤) - Python library to easily log experiments and parallelize.. MIT

GitHub (👨‍💻 16 · 🔀 59 · 📥 7 · 📋 44 - 52% open · ⏱️ 17.03.2020):
```
 git clone https://github.com/williamFalcon/test-tube
```
PyPi (📥 9K / month · 📦 5 · ⏱️ 12.12.2018):
```
 pip install test_tube
```

lazypredict (🥉18 · ⭐ 330) - Lazy Predict help build a lot of basic models without much code.. MIT

GitHub (👨‍💻 8 · 🔀 74 · 📦 15 · 📋 64 - 65% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/shankarpandala/lazypredict
```
PyPi (📥 1K / month · ⏱️ 09.07.2020):
```
 pip install lazypredict
```

Dragonfly (🥉17 · ⭐ 560) - An open source python library for scalable Bayesian optimisation. MIT

GitHub (👨‍💻 12 · 🔀 71 · 📋 38 - 55% open · ⏱️ 03.07.2020):
```
 git clone https://github.com/dragonfly/dragonfly
```
PyPi (📥 2.9K / month · 📦 2 · ⏱️ 03.07.2020):
```
 pip install dragonfly-opt
```

HyperparameterHunter (🥉16 · ⭐ 630) - Easy hyperparameter optimization and automatic result.. MIT

GitHub (👨‍💻 3 · 🔀 79 · 📥 270 · 📋 120 - 30% open · ⏱️ 21.10.2020):
```
 git clone https://github.com/HunterMcGushion/hyperparameter_hunter
```
PyPi (📥 59 / month · 📦 1 · ⏱️ 06.08.2019):
```
 pip install hyperparameter-hunter
```

AlphaPy (🥉16 · ⭐ 540) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2

GitHub (👨‍💻 3 · 🔀 110 · 📦 2 · 📋 39 - 25% open · ⏱️ 06.09.2020):
```
 git clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (📥 73 / month · ⏱️ 25.08.2020):
```
 pip install alphapy
```

Auto Tune Models (🥉16 · ⭐ 500 · 💤) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT

GitHub (👨‍💻 16 · 🔀 120 · 📦 6 · 📋 88 - 19% open · ⏱️ 21.02.2020):
```
 git clone https://github.com/HDI-Project/ATM
```
PyPi (📥 38 / month · ⏱️ 24.06.2019):
```
 pip install atm
```

Parfit (🥉15 · ⭐ 200 · 💤) - A package for parallelizing the fit and flexibly scoring of.. MIT

GitHub (👨‍💻 2 · 🔀 25 · 📦 7 · 📋 10 - 50% open · ⏱️ 04.04.2020):
```
 git clone https://github.com/jmcarpenter2/parfit
```
PyPi (📥 3.9K / month · ⏱️ 11.10.2018):
```
 pip install parfit
```

ENAS (🥉14 · ⭐ 2.4K · 💤) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2

GitHub (👨‍💻 6 · 🔀 440 · 📋 44 - 84% open · ⏱️ 16.06.2020):
```
 git clone https://github.com/carpedm20/ENAS-pytorch
```

Devol (🥉11 · ⭐ 920) - Genetic neural architecture search with Keras. MIT

GitHub (👨‍💻 18 · 🔀 110 · 📋 27 - 25% open · ⏱️ 05.07.2020):
```
 git clone https://github.com/joeddav/devol
```

Show 13 hidden projects...

TPOT (🥇30 · ⭐ 7.7K) - A Python Automated Machine Learning tool that optimizes machine.. ❗️LGPL-3.0
MLBox (🥈23 · ⭐ 1.2K) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
auto_ml (🥉21 · ⭐ 1.5K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
HpBandSter (🥉19 · ⭐ 440 · 💀) - a distributed Hyperband implementation on Steroids. BSD-3
Advisor (🥉17 · ⭐ 1.3K · 💀) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
sklearn-deap (🥉17 · ⭐ 620 · 💀) - Use evolutionary algorithms instead of gridsearch in.. MIT
Sherpa (🥉17 · ⭐ 280) - Hyperparameter optimization that enables researchers to experiment,.. ❗️GPL-3.0
automl-gs (🥉16 · ⭐ 1.7K · 💀) - Provide an input CSV and a target field to predict, generate a.. MIT
Xcessiv (🥉16 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
Auptimizer (🥉13 · ⭐ 160) - An automatic ML model optimization tool. ❗️GPL-3.0
Hypermax (🥉13 · ⭐ 95) - Better, faster hyper-parameter optimization. BSD-3
featurewiz (🥉12 · ⭐ 17 · 🐣) - Use advanced feature engineering strategies and select the.. Apache-2
Hypertunity (🥉10 · ⭐ 120 · 💤) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

Libraries for building and evaluating reinforcement learning & agent-based systems.

OpenAI Gym (🥇35 · ⭐ 23K) - A toolkit for developing and comparing reinforcement learning.. MIT

GitHub (👨‍💻 270 · 🔀 6.6K · 📦 17K · 📋 1.3K - 18% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/openai/gym
```
PyPi (📥 290K / month · 📦 3.6K · ⏱️ 19.12.2020):
```
 pip install gym
```

baselines (🥇28 · ⭐ 11K · 💤) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT

GitHub (👨‍💻 110 · 🔀 3.8K · 📦 280 · 📋 870 - 51% open · ⏱️ 31.01.2020):
```
 git clone https://github.com/openai/baselines
```
PyPi (📥 28K / month · 📦 37 · ⏱️ 26.02.2018):
```
 pip install baselines
```

TensorLayer (🥈27 · ⭐ 6.5K) - Deep Learning and Reinforcement Learning Library for.. Apache-2

GitHub (👨‍💻 130 · 🔀 1.4K · 📥 1.2K · 📋 480 - 9% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/tensorlayer/tensorlayer
```
PyPi (📥 2.2K / month · 📦 68 · ⏱️ 19.06.2020):
```
 pip install tensorlayer
```

TF-Agents (🥈27 · ⭐ 1.8K) - TF-Agents is a library for Reinforcement Learning in.. Apache-2

GitHub (👨‍💻 84 · 🔀 450 · 📦 350 · 📋 400 - 24% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/tensorflow/agents
```
PyPi (📥 7.3K / month · 📦 12 · ⏱️ 05.01.2021):
```
 pip install tf-agents
```

Dopamine (🥈26 · ⭐ 9.3K · 📉) - Dopamine is a research framework for fast prototyping of.. Apache-2

GitHub (👨‍💻 13 · 🔀 1.2K · 📋 140 - 51% open · ⏱️ 24.11.2020):
```
 git clone https://github.com/google/dopamine
```
PyPi (📥 59K / month · 📦 31 · ⏱️ 16.10.2020):
```
 pip install dopamine-rl
```

ViZDoom (🥈25 · ⭐ 1.2K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT

GitHub (👨‍💻 43 · 🔀 280 · 📥 10K · 📦 100 · 📋 420 - 21% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 390 / month · 📦 12 · ⏱️ 29.10.2020):
```
 pip install vizdoom
```

TensorForce (🥈24 · ⭐ 2.8K) - Tensorforce: a TensorFlow library for applied.. Apache-2

GitHub (👨‍💻 76 · 🔀 470 · 📋 550 - 1% open · ⏱️ 30.12.2020):
```
 git clone https://github.com/tensorforce/tensorforce
```
PyPi (📥 760 / month · 📦 23 · ⏱️ 07.09.2019):
```
 pip install tensorforce
```

Stable Baselines (🥈24 · ⭐ 2.8K · 📉) - A fork of OpenAI Baselines, implementations of.. MIT

GitHub (👨‍💻 110 · 🔀 560 · 📋 830 - 14% open · ⏱️ 23.12.2020):
```
 git clone https://github.com/hill-a/stable-baselines
```
PyPi (📥 7.9K / month · 📦 25 · ⏱️ 05.08.2020):
```
 pip install stable-baselines
```

Acme (🥉23 · ⭐ 1.9K) - A library of reinforcement learning components and agents. Apache-2

GitHub (👨‍💻 29 · 🔀 180 · 📦 17 · 📋 81 - 45% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/deepmind/acme
```
PyPi (📥 500 / month · ⏱️ 24.07.2020):
```
 pip install dm-acme
```

garage (🥉23 · ⭐ 1K) - A toolkit for reproducible reinforcement learning research. MIT

GitHub (👨‍💻 73 · 🔀 180 · 📦 13 · 📋 950 - 19% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/rlworkgroup/garage
```
PyPi (📥 200 / month · ⏱️ 02.10.2020):
```
 pip install garage
```

ChainerRL (🥉23 · ⭐ 920) - ChainerRL is a deep reinforcement learning library built on top of.. MIT

GitHub (👨‍💻 29 · 🔀 200 · 📦 88 · 📋 220 - 33% open · ⏱️ 09.12.2020):
```
 git clone https://github.com/chainer/chainerrl
```
PyPi (📥 530 / month · 📦 14 · ⏱️ 14.02.2020):
```
 pip install chainerrl
```

PARL (🥉21 · ⭐ 1.8K) - A high-performance distributed training framework for Reinforcement.. Apache-2

GitHub (👨‍💻 21 · 🔀 410 · 📦 65 · 📋 200 - 26% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/PaddlePaddle/PARL
```
PyPi (📥 330 / month · ⏱️ 08.01.2021):
```
 pip install parl
```

TRFL (🥉20 · ⭐ 3.1K · 💤) - TensorFlow Reinforcement Learning. Apache-2

GitHub (👨‍💻 12 · 🔀 370 · 📦 36 · 📋 22 - 27% open · ⏱️ 20.04.2020):
```
 git clone https://github.com/deepmind/trfl
```
PyPi (📥 610 / month · 📦 2 · ⏱️ 20.04.2020):
```
 pip install trfl
```

Coach (🥉19 · ⭐ 1.9K) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2

GitHub (👨‍💻 34 · 🔀 370 · 📋 260 - 30% open · ⏱️ 15.12.2020):
```
 git clone https://github.com/IntelLabs/coach
```
PyPi (📥 120 / month · 📦 1 · ⏱️ 10.10.2019):
```
 pip install rl_coach
```

PFRL (🥉19 · ⭐ 490) - PFRL: a PyTorch-based deep reinforcement learning library. MIT

GitHub (👨‍💻 10 · 🔀 60 · 📦 4 · 📋 43 - 51% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/pfnet/pfrl
```
PyPi (📥 440 / month · ⏱️ 17.12.2020):
```
 pip install pfrl
```

ReAgent (🥉16 · ⭐ 2.8K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3

GitHub (👨‍💻 86 · 🔀 370 · 📋 94 - 21% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/facebookresearch/ReAgent
```

RLax (🥉16 · ⭐ 540) - A library of reinforcement learning building blocks in JAX. Apache-2 jax

GitHub (👨‍💻 10 · 🔀 40 · 📦 9 · 📋 6 - 50% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/deepmind/rlax
```
PyPi (📥 120 / month · ⏱️ 19.02.2020):
```
 pip install rlax
```

Show 2 hidden projects...

keras-rl (🥈26 · ⭐ 4.9K · 💀) - Deep Reinforcement Learning for Keras. MIT
DeepMind Lab (🥉17 · ⭐ 6.4K) - A customisable 3D platform for agent-based AI research. ❗️GPL-2.0

Recommender Systems

Libraries for building and evaluating recommendation systems.

implicit (🥇28 · ⭐ 2.2K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT

GitHub (👨‍💻 28 · 🔀 450 · 📦 350 · 📋 330 - 23% open · ⏱️ 15.11.2020):
```
 git clone https://github.com/benfred/implicit
```
PyPi (📥 93K / month · 📦 22 · ⏱️ 15.09.2020):
```
 pip install implicit
```
Conda (📥 180K · ⏱️ 24.11.2020):
```
 conda install -c conda-forge implicit
```

lightfm (🥇27 · ⭐ 3.5K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2

GitHub (👨‍💻 42 · 🔀 560 · 📦 380 · 📋 400 - 31% open · ⏱️ 27.11.2020):
```
 git clone https://github.com/lyst/lightfm
```
PyPi (📥 89K / month · 📦 28 · ⏱️ 27.11.2020):
```
 pip install lightfm
```
Conda (📥 72K · ⏱️ 07.12.2020):
```
 conda install -c conda-forge lightfm
```

scikit-surprise (🥈26 · ⭐ 4.6K) - A Python scikit for building and analyzing recommender.. BSD-3

GitHub (👨‍💻 38 · 🔀 820 · 📦 860 · 📋 320 - 10% open · ⏱️ 05.08.2020):
```
 git clone https://github.com/NicolasHug/Surprise
```
PyPi (📥 37K / month · 📦 24 · ⏱️ 19.07.2020):
```
 pip install scikit-surprise
```

Conda (📥 150K · ⏱️ 13.10.2020):

 conda install -c conda-forge scikit-surprise

Cornac (🥈22 · ⭐ 300 · ➕) - A Comparative Framework for Multimodal Recommender Systems. Apache-2

GitHub (👨‍💻 11 · 🔀 55 · 📦 26 · 📋 29 - 3% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/PreferredAI/cornac
```
PyPi (📥 700 / month · 📦 1 · ⏱️ 28.12.2020):
```
 pip install cornac
```
Conda (📥 98K · ⏱️ 04.01.2021):
```
 conda install -c conda-forge cornac
```

Recommenders (🥈21 · ⭐ 9K) - Best Practices on Recommendation Systems. MIT

GitHub (👨‍💻 88 · 🔀 1.6K · 📦 1 · 📋 540 - 20% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/microsoft/recommenders
```

TF Ranking (🥈21 · ⭐ 2K) - Learning to Rank in TensorFlow. Apache-2

GitHub (👨‍💻 17 · 🔀 350 · 📋 220 - 10% open · ⏱️ 19.08.2020):
```
 git clone https://github.com/tensorflow/ranking
```
PyPi (📥 19K / month · 📦 1 · ⏱️ 19.08.2020):
```
 pip install tensorflow_ranking
```

tensorrec (🥉20 · ⭐ 1.1K · 💤) - A TensorFlow recommendation algorithm and framework in.. Apache-2

GitHub (👨‍💻 8 · 🔀 200 · 📦 23 · 📋 120 - 26% open · ⏱️ 04.02.2020):
```
 git clone https://github.com/jfkirk/tensorrec
```
PyPi (📥 920 / month · 📦 1 · ⏱️ 02.04.2019):
```
 pip install tensorrec
```

fastFM (🥉20 · ⭐ 890 · 💤) - fastFM: A Library for Factorization Machines. BSD-3

GitHub (👨‍💻 19 · 🔀 190 · 📥 370 · 📦 72 · 📋 100 - 43% open · ⏱️ 05.03.2020):
```
 git clone https://github.com/ibayer/fastFM
```
PyPi (📥 460 / month · 📦 4 · ⏱️ 23.11.2017):
```
 pip install fastfm
```

RecBole (🥉20 · ⭐ 700) - A unified, comprehensive and efficient recommendation library. MIT

GitHub (👨‍💻 27 · 🔀 98 · 📋 71 - 33% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/RUCAIBox/RecBole
```
PyPi (📥 100 / month · ⏱️ 14.01.2021):
```
 pip install recbole
```
Conda (📥 180 · ⏱️ 14.01.2021):
```
 conda install -c aibox recbole
```

TF Recommenders (🥉19 · ⭐ 690) - TensorFlow Recommenders is a library for building.. Apache-2

GitHub (👨‍💻 17 · 🔀 71 · 📦 10 · 📋 79 - 45% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/tensorflow/recommenders
```
PyPi (📥 3.3K / month · ⏱️ 22.12.2020):
```
 pip install tensorflow-recommenders
```

recmetrics (🥉19 · ⭐ 230) - A library of metrics for evaluating recommender systems. MIT

GitHub (👨‍💻 12 · 🔀 53 · 📦 16 · 📋 14 - 50% open · ⏱️ 03.12.2020):
```
 git clone https://github.com/statisticianinstilettos/recmetrics
```
PyPi (📥 660 / month · ⏱️ 10.02.2019):
```
 pip install recmetrics
```

Spotlight (🥉18 · ⭐ 2.4K · 💤) - Deep recommender models using PyTorch. MIT

GitHub (👨‍💻 11 · 🔀 370 · 📋 110 - 57% open · ⏱️ 09.02.2020):
```
 git clone https://github.com/maciejkula/spotlight
```
Conda (📥 5.9K · ⏱️ 27.05.2018):
```
 conda install -c maciejkula spotlight
```

OpenRec (🥉16 · ⭐ 350 · 💤) - OpenRec is an open-source and modular library for neural network-.. Apache-2

GitHub (👨‍💻 10 · 🔀 79 · 📦 1 · 📋 16 - 25% open · ⏱️ 19.02.2020):
```
 git clone https://github.com/ylongqi/openrec
```
PyPi (📥 28 / month · 📦 1 · ⏱️ 11.09.2019):
```
 pip install openrec
```

Case Recommender (🥉16 · ⭐ 310 · 💤) - Case Recommender: A Flexible and Extensible Python.. MIT

GitHub (👨‍💻 10 · 🔀 66 · 📦 5 · 📋 22 - 27% open · ⏱️ 26.05.2020):
```
 git clone https://github.com/caserec/CaseRecommender
```
PyPi (📥 37 / month · ⏱️ 20.08.2019):
```
 pip install caserecommender
```

Privacy Machine Learning

Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.

PySyft (🥇26 · ⭐ 6.8K) - A library for answering questions using data you cannot see. MIT

GitHub (👨‍💻 330 · 🔀 1.5K · 📋 2.6K - 6% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/OpenMined/PySyft
```
PyPi (📥 1.6K / month · 📦 3 · ⏱️ 14.09.2020):
```
 pip install syft
```

TensorFlow Privacy (🥈21 · ⭐ 1.3K) - Library for training machine learning models with.. Apache-2

GitHub (👨‍💻 35 · 🔀 260 · 📥 41 · 📋 120 - 33% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/tensorflow/privacy
```
PyPi (📥 4K / month · 📦 1 · ⏱️ 03.09.2020):
```
 pip install tensorflow-privacy
```

TFEncrypted (🥈21 · ⭐ 810) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2

GitHub (👨‍💻 28 · 🔀 130 · 📦 46 · 📋 390 - 41% open · ⏱️ 19.08.2020):
```
 git clone https://github.com/tf-encrypted/tf-encrypted
```
PyPi (📥 320 / month · 📦 8 · ⏱️ 21.10.2019):
```
 pip install tf-encrypted
```

Opacus (🥈21 · ⭐ 710) - Training PyTorch models with differential privacy. Apache-2

GitHub (👨‍💻 23 · 🔀 90 · 📥 30 · 📦 10 · 📋 54 - 9% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/pytorch/opacus
```
PyPi (📥 810 / month · ⏱️ 17.12.2020):
```
 pip install opacus
```

FATE (🥉20 · ⭐ 2.7K) - An Industrial Grade Federated Learning Framework. Apache-2

GitHub (👨‍💻 50 · 🔀 800 · 📋 800 - 34% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/FederatedAI/FATE
```

CrypTen (🥉16 · ⭐ 690) - A framework for Privacy Preserving Machine Learning. MIT

GitHub (👨‍💻 23 · 🔀 89 · 📦 5 · 📋 46 - 32% open · ⏱️ 23.12.2020):
```
 git clone https://github.com/facebookresearch/CrypTen
```
PyPi (📥 70 / month · ⏱️ 05.02.2020):
```
 pip install crypten
```

Workflow & Experiment Tracking

Libraries to organize, track, and visualize machine learning experiments.

Tensorboard (🥇36 · ⭐ 5.1K) - TensorFlow's Visualization Toolkit. Apache-2

GitHub (👨‍💻 250 · 🔀 1.3K · 📦 51K · 📋 1.5K - 37% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/tensorflow/tensorboard
```
PyPi (📥 4.9M / month · 📦 3.6K · ⏱️ 12.11.2020):
```
 pip install tensorboard
```

Conda (📥 1.5M · ⏱️ 15.01.2021):

 conda install -c conda-forge tensorboard

mlflow (🥇34 · ⭐ 8.2K) - Open source platform for the machine learning lifecycle. Apache-2

GitHub (👨‍💻 270 · 🔀 1.9K · 📦 1.8K · 📋 1.7K - 39% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/mlflow/mlflow
```
PyPi (📥 2.4M / month · 📦 150 · ⏱️ 31.12.2020):
```
 pip install mlflow
```
Conda (📥 200K · ⏱️ 11.01.2021):
```
 conda install -c conda-forge mlflow
```

DVC (🥇30 · ⭐ 7.1K) - Data Version Control | Git for Data & Models. Apache-2

GitHub (👨‍💻 200 · 🔀 660 · 📥 17K · 📦 540 · 📋 2.6K - 18% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/iterative/dvc
```
PyPi (📥 47K / month · 📦 46 · ⏱️ 05.01.2021):
```
 pip install dvc
```
Conda (📥 440K · ⏱️ 05.01.2021):
```
 conda install -c conda-forge dvc
```

wandb client (🥇30 · ⭐ 2.6K) - A tool for visualizing and tracking your machine learning.. MIT

GitHub (👨‍💻 73 · 🔀 180 · 📦 1.8K · 📋 990 - 34% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/wandb/client
```
PyPi (📥 180K / month · 📦 78 · ⏱️ 16.01.2021):
```
 pip install wandb
```

kaggle (🥈29 · ⭐ 3.8K) - Official Kaggle API. Apache-2

GitHub (👨‍💻 35 · 🔀 770 · 📦 4.3K · 📋 270 - 60% open · ⏱️ 30.11.2020):
```
 git clone https://github.com/Kaggle/kaggle-api
```
PyPi (📥 240K / month · 📦 560 · ⏱️ 30.11.2020):
```
 pip install kaggle
```
Conda (📥 40K · ⏱️ 30.11.2020):
```
 conda install -c conda-forge kaggle
```

sacred (🥈29 · ⭐ 3.3K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

GitHub (👨‍💻 91 · 🔀 310 · 📦 770 · 📋 490 - 18% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/IDSIA/sacred
```
PyPi (📥 10K / month · 📦 150 · ⏱️ 14.12.2020):
```
 pip install sacred
```

SageMaker SDK (🥈29 · ⭐ 1.3K · 📉) - A library for training and deploying machine learning.. Apache-2

GitHub (👨‍💻 160 · 🔀 560 · 📦 560 · 📋 720 - 28% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 410K / month · 📦 28 · ⏱️ 14.01.2021):
```
 pip install sagemaker
```

snakemake (🥈29 · ⭐ 810) - This is the development home of the workflow management system.. MIT

GitHub (👨‍💻 190 · 🔀 180 · 📦 720 · 📋 520 - 60% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/snakemake/snakemake
```
PyPi (📥 8.1K / month · 📦 290 · ⏱️ 15.01.2021):
```
 pip install snakemake
```
Conda (📥 270K · ⏱️ 22.12.2020):
```
 conda install -c bioconda snakemake
```

PyCaret (🥈28 · ⭐ 2.8K) - An open-source, low-code machine learning library in Python. MIT

GitHub (👨‍💻 43 · 🔀 600 · 📥 350 · 📦 600 · 📋 700 - 23% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/pycaret/pycaret
```
PyPi (📥 23K / month · ⏱️ 22.12.2020):
```
 pip install pycaret
```

AzureML SDK (🥈28 · ⭐ 2.1K) - Python notebooks with ML and deep learning examples with Azure.. MIT

GitHub (👨‍💻 52 · 🔀 1.5K · 📥 390 · 📋 920 - 7% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (📥 270K / month · 📦 60 · ⏱️ 11.01.2021):
```
 pip install azureml-sdk
```

tensorboardX (🥈27 · ⭐ 6.8K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

GitHub (👨‍💻 64 · 🔀 770 · 📥 290 · 📦 9.8K · 📋 410 - 17% open · ⏱️ 05.07.2020):
```
 git clone https://github.com/lanpa/tensorboardX
```
PyPi (📥 290K / month · 📦 1.3K · ⏱️ 31.12.2019):
```
 pip install tensorboardX
```

Conda (📥 260K · ⏱️ 06.07.2020):

 conda install -c conda-forge tensorboardx

Metaflow (🥈26 · ⭐ 4K) - Build and manage real-life data science projects with ease. Apache-2

GitHub (👨‍💻 28 · 🔀 310 · 📦 100 · 📋 250 - 43% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/Netflix/metaflow
```
PyPi (📥 37K / month · 📦 1 · ⏱️ 29.10.2020):
```
 pip install metaflow
```
Conda (📥 10K · ⏱️ 12.11.2020):
```
 conda install -c conda-forge metaflow
```

Catalyst (🥈26 · ⭐ 2.4K) - Accelerated deep learning R&D. Apache-2

GitHub (👨‍💻 80 · 🔀 270 · 📦 270 · 📋 280 - 6% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/catalyst-team/catalyst
```
PyPi (📥 6.6K / month · 📦 38 · ⏱️ 20.12.2020):
```
 pip install catalyst
```

TNT (🥈25 · ⭐ 1.3K) - Simple tools for logging and visualizing, loading and training. BSD-3

GitHub (👨‍💻 35 · 🔀 180 · 📦 510 · 📋 64 - 46% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/pytorch/tnt
```
PyPi (📥 10K / month · 📦 50 · ⏱️ 29.07.2018):
```
 pip install torchnet
```

Hub (🥈24 · ⭐ 610) - The fastest way to access and manage datasets for PyTorch and TensorFlow... MPL-2.0

GitHub (👨‍💻 49 · 🔀 110 · 📦 110 · 📋 180 - 47% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/activeloopai/Hub
```
PyPi (📥 1.3K / month · 📦 52 · ⏱️ 15.01.2021):
```
 pip install hub
```
Conda (📥 93K · ⏱️ 22.04.2020):
```
 conda install -c conda-forge hub
```

ml-metadata (🥈24 · ⭐ 260) - For recording and retrieving metadata associated with ML.. Apache-2

GitHub (👨‍💻 11 · 🔀 56 · 📥 1.2K · 📦 63 · 📋 54 - 27% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/google/ml-metadata
```
PyPi (📥 230K / month · ⏱️ 15.12.2020):
```
 pip install ml-metadata
```

VisualDL (🥉23 · ⭐ 3.2K) - Deep Learning Visualization Toolkit. Apache-2

GitHub (👨‍💻 28 · 🔀 440 · 📥 65 · 📦 140 · 📋 340 - 6% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 4.8K / month · 📦 10 · ⏱️ 29.12.2020):
```
 pip install visualdl
```

TensorWatch (🥉23 · ⭐ 3K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT

GitHub (👨‍💻 13 · 🔀 310 · 📦 45 · 📋 63 - 77% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/microsoft/tensorwatch
```
PyPi (📥 9.8K / month · 📦 6 · ⏱️ 04.03.2020):
```
 pip install tensorwatch
```

ClearML (🥉23 · ⭐ 2.1K) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2

GitHub (👨‍💻 24 · 🔀 300 · 📥 260 · 📦 9 · 📋 280 - 33% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/allegroai/clearml
```
PyPi (📥 1.2K / month · ⏱️ 13.01.2021):
```
 pip install clearml
```
Docker Hub (📥 30K · ⏱️ 05.10.2020):
```
 docker pull allegroai/trains
```

livelossplot (🥉23 · ⭐ 1K) - Live training loss plot in Jupyter Notebook for Keras, PyTorch.. MIT

GitHub (👨‍💻 15 · 🔀 130 · 📦 420 · 📋 72 - 6% open · ⏱️ 16.11.2020):
```
 git clone https://github.com/stared/livelossplot
```
PyPi (📥 11K / month · 📦 5 · ⏱️ 24.07.2020):
```
 pip install livelossplot
```

knockknock (🥉22 · ⭐ 1.9K · 💤) - Knock Knock: Get notified when your training ends with only two.. MIT

GitHub (👨‍💻 18 · 🔀 160 · 📦 130 · 📋 33 - 36% open · ⏱️ 16.03.2020):
```
 git clone https://github.com/huggingface/knockknock
```
PyPi (📥 1.2K / month · 📦 3 · ⏱️ 16.03.2020):
```
 pip install knockknock
```

Conda (📥 5.3K · ⏱️ 17.03.2020):

 conda install -c conda-forge knockknock

Guild AI (🥉22 · ⭐ 520) - Experiment tracking, ML developer tools. Apache-2

GitHub (👨‍💻 16 · 🔀 42 · 📦 25 · 📋 240 - 39% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/guildai/guildai
```
PyPi (📥 1.9K / month · ⏱️ 14.01.2021):
```
 pip install guildai
```

lore (🥉21 · ⭐ 1.5K · 💤) - Lore makes machine learning approachable for Software Engineers and.. MIT

GitHub (👨‍💻 22 · 🔀 120 · 📦 16 · 📋 34 - 47% open · ⏱️ 11.05.2020):
```
 git clone https://github.com/instacart/lore
```
PyPi (📥 650 / month · 📦 1 · ⏱️ 11.05.2020):
```
 pip install lore
```

Studio.ml (🥉21 · ⭐ 370) - Studio: Simplify and expedite model building process. Apache-2

GitHub (👨‍💻 21 · 🔀 48 · 📦 3 · 📋 240 - 23% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/studioml/studio
```
PyPi (📥 950 / month · ⏱️ 16.01.2021):
```
 pip install studioml
```

gokart (🥉21 · ⭐ 160) - A wrapper of the data pipeline library luigi. MIT

GitHub (👨‍💻 24 · 🔀 30 · 📦 28 · 📋 29 - 31% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/m3dev/gokart
```
PyPi (📥 470 / month · 📦 2 · ⏱️ 25.02.2020):
```
 pip install gokart
```

hiddenlayer (🥉20 · ⭐ 1.4K · 💤) - Neural network graphs and training metrics for.. MIT

GitHub (👨‍💻 6 · 🔀 190 · 📦 52 · 📋 75 - 57% open · ⏱️ 24.04.2020):
```
 git clone https://github.com/waleedka/hiddenlayer
```
PyPi (📥 1.1K / month · 📦 4 · ⏱️ 24.04.2020):
```
 pip install hiddenlayer
```

Labml (🥉20 · ⭐ 360) - Monitor PyTorch & TensorFlow model training from your mobile phone. MIT

GitHub (👨‍💻 5 · 🔀 33 · 📦 20 · ⏱️ 15.01.2021):
```
 git clone https://github.com/lab-ml/labml
```
PyPi (📥 980 / month · ⏱️ 15.01.2021):
```
 pip install labml
```

MXBoard (🥉19 · ⭐ 330 · 💤) - Logging MXNet data for visualization in TensorBoard. Apache-2

GitHub (👨‍💻 9 · 🔀 46 · 📦 93 · 📋 31 - 51% open · ⏱️ 24.01.2020):
```
 git clone https://github.com/awslabs/mxboard
```
PyPi (📥 2.4K / month · 📦 1 · ⏱️ 22.05.2018):
```
 pip install mxboard
```

quinn (🥉19 · ⭐ 200) - pyspark methods to enhance developer productivity. Apache-2

GitHub (👨‍💻 6 · 🔀 26 · 📋 23 - 73% open · ⏱️ 29.07.2020):
```
 git clone https://github.com/MrPowers/quinn
```
PyPi (📥 110K / month · 📦 3 · ⏱️ 26.07.2020):
```
 pip install quinn
```

aim (🥉15 · ⭐ 780) - Aim a super-easy way to record, search and compare 1000s of ML training.. Apache-2

GitHub (👨‍💻 8 · 🔀 45 · 📋 39 - 35% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/aimhubio/aim
```
PyPi (📥 870 / month · 📦 2 · ⏱️ 07.01.2021):
```
 pip install aim
```

Show 6 hidden projects...

TensorBoard Logger (🥉20 · ⭐ 610 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
SKLL (🥉17 · ⭐ 520) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
datmo (🥉16 · ⭐ 330 · 💀) - Open source production model management tool for data scientists. MIT
steppy (🥉15 · ⭐ 130 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
ModelChimp (🥉14 · ⭐ 120) - Experiment tracking for machine and deep learning projects. BSD-2
traintool (🥉10 · ⭐ 9 · 🐣) - Train off-the-shelf machine learning models in one.. Apache-2

Model Serialization & Conversion

Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.

onnx (🥇33 · ⭐ 9.6K) - Open standard for machine learning interoperability. Apache-2

GitHub (👨‍💻 190 · 🔀 1.8K · 📥 9.9K · 📦 2.4K · 📋 1.4K - 35% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/onnx/onnx
```
PyPi (📥 310K / month · 📦 300 · ⏱️ 06.11.2020):
```
 pip install onnx
```
Conda (📥 180K · ⏱️ 13.01.2021):
```
 conda install -c conda-forge onnx
```

Core ML Tools (🥇26 · ⭐ 2.1K) - Core ML tools contain supporting tools for Core ML model.. BSD-3

GitHub (👨‍💻 110 · 🔀 320 · 📥 2.3K · 📦 450 · 📋 610 - 50% open · ⏱️ 08.01.2021):
```
 git clone https://github.com/apple/coremltools
```
PyPi (📥 39K / month · 📦 130 · ⏱️ 10.10.2020):
```
 pip install coremltools
```

TorchServe (🥈24 · ⭐ 1.5K) - Model Serving on PyTorch. Apache-2

GitHub (👨‍💻 61 · 🔀 220 · 📥 170 · 📦 26 · 📋 530 - 24% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/pytorch/serve
```
PyPi (📥 1.7K / month · ⏱️ 17.12.2020):
```
 pip install torchserve
```
Conda (📥 6K · ⏱️ 17.12.2020):
```
 conda install -c pytorch torchserve
```
Docker Hub (📥 50K · ⭐ 3 · ⏱️ 18.12.2020):
```
 docker pull pytorch/torchserve
```

mmdnn (🥈22 · ⭐ 5.2K) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT

GitHub (👨‍💻 85 · 🔀 920 · 📥 3.3K · 📦 47 · 📋 590 - 51% open · ⏱️ 14.08.2020):
```
 git clone https://github.com/Microsoft/MMdnn
```
PyPi (📥 550 / month · 📦 3 · ⏱️ 24.07.2020):
```
 pip install mmdnn
```

m2cgen (🥈22 · ⭐ 1.7K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT

GitHub (👨‍💻 12 · 🔀 150 · 📦 4 · 📋 61 - 40% open · ⏱️ 07.10.2020):
```
 git clone https://github.com/BayesWitnesses/m2cgen
```
PyPi (📥 8.6K / month · ⏱️ 18.09.2020):
```
 pip install m2cgen
```

cortex (🥉21 · ⭐ 7.2K) - Run inference at scale. Apache-2

GitHub (👨‍💻 18 · 🔀 540 · 📋 870 - 21% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/cortexlabs/cortex
```
PyPi (📥 690 / month · ⏱️ 06.01.2021):
```
 pip install cortex
```

Hummingbird (🥉20 · ⭐ 2.2K) - Hummingbird compiles trained ML models into tensor computation for.. MIT

GitHub (👨‍💻 18 · 🔀 150 · 📥 88 · 📦 12 · 📋 180 - 27% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/microsoft/hummingbird
```
PyPi (📥 800 / month · ⏱️ 04.01.2021):
```
 pip install hummingbird-ml
```

pytorch2keras (🥉18 · ⭐ 660 · 💤) - PyTorch to Keras model convertor. MIT

GitHub (👨‍💻 11 · 🔀 110 · 📦 17 · 📋 100 - 37% open · ⏱️ 14.05.2020):
```
 git clone https://github.com/nerox8664/pytorch2keras
```
PyPi (📥 370 / month · 📦 1 · ⏱️ 14.05.2020):
```
 pip install pytorch2keras
```

tfdeploy (🥉16 · ⭐ 350) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3

GitHub (👨‍💻 4 · 🔀 38 · 📋 33 - 30% open · ⏱️ 08.01.2021):
```
 git clone https://github.com/riga/tfdeploy
```
PyPi (📥 48 / month · 📦 2 · ⏱️ 30.03.2017):
```
 pip install tfdeploy
```

Show 2 hidden projects...

sklearn-porter (🥉16 · ⭐ 950 · 💀) - Transpile trained scikit-learn estimators to C, Java,.. MIT
Larq Compute Engine (🥉15 · ⭐ 120) - Highly optimized inference engine for Binarized.. Apache-2

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (🥇33 · ⭐ 11K) - A game theoretic approach to explain the output of any machine learning model. MIT

GitHub (👨‍💻 140 · 🔀 1.6K · 📦 1.9K · 📋 1.4K - 64% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/slundberg/shap
```
PyPi (📥 760K / month · 📦 140 · ⏱️ 04.11.2020):
```
 pip install shap
```
Conda (📥 360K · ⏱️ 16.12.2020):
```
 conda install -c conda-forge shap
```

Lime (🥇29 · ⭐ 8.3K) - Lime: Explaining the predictions of any machine learning classifier. BSD-2

GitHub (👨‍💻 57 · 🔀 1.3K · 📦 1K · 📋 480 - 7% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/marcotcr/lime
```
PyPi (📥 170K / month · 📦 130 · ⏱️ 03.04.2020):
```
 pip install lime
```
Conda (📥 62K · ⏱️ 28.06.2020):
```
 conda install -c conda-forge lime
```

eli5 (🥇28 · ⭐ 2.3K · 💤) - A library for debugging/inspecting machine learning classifiers and.. MIT

GitHub (👨‍💻 14 · 🔀 280 · 📦 840 · 📋 240 - 53% open · ⏱️ 22.01.2020):
```
 git clone https://github.com/TeamHG-Memex/eli5
```
PyPi (📥 240K / month · 📦 96 · ⏱️ 29.08.2019):
```
 pip install eli5
```
Conda (📥 86K · ⏱️ 15.06.2020):
```
 conda install -c conda-forge eli5
```

pyLDAvis (🥇28 · ⭐ 1.4K) - Python library for interactive topic model visualization. Port of.. BSD-3

GitHub (👨‍💻 31 · 🔀 290 · 📦 1.7K · 📋 150 - 61% open · ⏱️ 02.12.2020):
```
 git clone https://github.com/bmabey/pyLDAvis
```
PyPi (📥 60K / month · 📦 99 · ⏱️ 05.06.2018):
```
 pip install pyldavis
```
Conda (📥 21K · ⏱️ 22.06.2018):
```
 conda install -c conda-forge pyldavis
```

arviz (🥇28 · ⭐ 930 · 📈) - Exploratory analysis of Bayesian models with Python. Apache-2

GitHub (👨‍💻 62 · 🔀 170 · 📥 98 · 📦 670 · 📋 520 - 21% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/arviz-devs/arviz
```
PyPi (📥 110K / month · 📦 18 · ⏱️ 23.09.2020):
```
 pip install arviz
```
Conda (📥 170K · ⏱️ 24.09.2020):
```
 conda install -c conda-forge arviz
```

InterpretML (🥈27 · ⭐ 3.4K) - Fit interpretable models. Explain blackbox machine learning. MIT

GitHub (👨‍💻 23 · 🔀 430 · 📦 60 · 📋 160 - 27% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/interpretml/interpret
```
PyPi (📥 9.8K / month · 📦 2 · ⏱️ 14.01.2021):
```
 pip install interpret
```

Model Analysis (🥈27 · ⭐ 1K) - Model analysis tools for TensorFlow. Apache-2

GitHub (👨‍💻 33 · 🔀 200 · 📋 54 - 40% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/tensorflow/model-analysis
```
PyPi (📥 6.6M / month · 📦 10 · ⏱️ 16.12.2020):
```
 pip install tensorflow-model-analysis
```

yellowbrick (🥈26 · ⭐ 3.1K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2

GitHub (👨‍💻 95 · 🔀 460 · 📋 590 - 13% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/DistrictDataLabs/yellowbrick
```
PyPi (📥 56K / month · 📦 62 · ⏱️ 09.10.2020):
```
 pip install yellowbrick
```

Captum (🥈25 · ⭐ 2.1K · 📉) - Model interpretability and understanding for PyTorch. BSD-3

GitHub (👨‍💻 66 · 🔀 190 · 📦 100 · 📋 180 - 24% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/pytorch/captum
```
PyPi (📥 7.7K / month · ⏱️ 13.11.2020):
```
 pip install captum
```

dtreeviz (🥈25 · ⭐ 1.3K) - A python library for decision tree visualization and model interpretation. MIT

GitHub (👨‍💻 13 · 🔀 180 · 📦 99 · 📋 80 - 17% open · ⏱️ 25.11.2020):
```
 git clone https://github.com/parrt/dtreeviz
```
PyPi (📥 13K / month · 📦 4 · ⏱️ 25.11.2020):
```
 pip install dtreeviz
```

Lucid (🥈24 · ⭐ 4K) - A collection of infrastructure and tools for research in neural.. Apache-2

GitHub (👨‍💻 34 · 🔀 550 · 📦 400 · 📋 160 - 41% open · ⏱️ 24.11.2020):
```
 git clone https://github.com/tensorflow/lucid
```
PyPi (📥 510 / month · 📦 6 · ⏱️ 20.12.2018):
```
 pip install lucid
```

DoWhy (🥈24 · ⭐ 2.6K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

GitHub (👨‍💻 37 · 🔀 360 · 📥 19 · 📦 24 · 📋 93 - 16% open · ⏱️ 24.12.2020):
```
 git clone https://github.com/Microsoft/dowhy
```
PyPi (📥 7.9K / month · ⏱️ 12.12.2020):
```
 pip install dowhy
```
Conda (📥 900 · ⏱️ 13.12.2020):
```
 conda install -c conda-forge dowhy
```

Fairness 360 (🥈24 · ⭐ 1.2K) - A comprehensive set of fairness metrics for datasets and.. Apache-2

GitHub (👨‍💻 40 · 🔀 380 · 📦 62 · 📋 81 - 43% open · ⏱️ 08.01.2021):
```
 git clone https://github.com/Trusted-AI/AIF360
```
PyPi (📥 2.4K / month · 📦 2 · ⏱️ 02.06.2020):
```
 pip install aif360
```

keras-vis (🥈23 · ⭐ 2.8K · 💤) - Neural network visualization toolkit for keras. MIT

GitHub (👨‍💻 10 · 🔀 580 · 📦 650 · 📋 210 - 53% open · ⏱️ 20.04.2020):
```
 git clone https://github.com/raghakot/keras-vis
```
PyPi (📥 2K / month · 📦 28 · ⏱️ 06.07.2017):
```
 pip install keras-vis
```

keract (🥈23 · ⭐ 840) - Activation Maps (Layers Outputs) and Gradients in Keras. MIT

GitHub (👨‍💻 15 · 🔀 180 · 📦 66 · 📋 76 - 1% open · ⏱️ 09.01.2021):
```
 git clone https://github.com/philipperemy/keract
```
PyPi (📥 1.4K / month · 📦 5 · ⏱️ 22.12.2020):
```
 pip install keract
```

TreeInterpreter (🥈23 · ⭐ 640) - Package for interpreting scikit-learn's decision tree.. BSD-3

GitHub (👨‍💻 10 · 🔀 130 · 📦 110 · 📋 28 - 89% open · ⏱️ 10.01.2021):
```
 git clone https://github.com/andosa/treeinterpreter
```
PyPi (📥 66K / month · 📦 18 · ⏱️ 10.01.2021):
```
 pip install treeinterpreter
```

random-forest-importances (🥈23 · ⭐ 400) - Code to compute permutation and drop-column.. MIT

GitHub (👨‍💻 14 · 🔀 88 · 📦 57 · 📋 29 - 13% open · ⏱️ 08.01.2021):
```
 git clone https://github.com/parrt/random-forest-importances
```
PyPi (📥 14K / month · 📦 2 · ⏱️ 25.11.2020):
```
 pip install rfpimp
```

Alibi (🥉22 · ⭐ 860) - Algorithms for monitoring and explaining machine learning models. Apache-2

GitHub (👨‍💻 11 · 🔀 100 · 📦 54 · 📋 140 - 46% open · ⏱️ 02.12.2020):
```
 git clone https://github.com/SeldonIO/alibi
```
PyPi (📥 2.1K / month · 📦 9 · ⏱️ 20.10.2020):
```
 pip install alibi
```

Explainability 360 (🥉22 · ⭐ 750) - Interpretability and explainability of data and machine.. Apache-2

GitHub (👨‍💻 27 · 🔀 160 · 📦 12 · 📋 44 - 59% open · ⏱️ 04.12.2020):
```
 git clone https://github.com/Trusted-AI/AIX360
```
PyPi (📥 440 / month · 📦 1 · ⏱️ 28.10.2020):
```
 pip install aix360
```

iNNvestigate (🥉21 · ⭐ 750) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2

GitHub (👨‍💻 18 · 🔀 170 · 📦 43 · 📋 200 - 35% open · ⏱️ 16.10.2020):
```
 git clone https://github.com/albermax/innvestigate
```
PyPi (📥 320 / month · 📦 1 · ⏱️ 14.11.2020):
```
 pip install innvestigate
```

fairlearn (🥉21 · ⭐ 650) - A Python package to assess and improve fairness of machine.. MIT

GitHub (👨‍💻 29 · 🔀 160 · 📋 190 - 41% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/fairlearn/fairlearn
```
PyPi (📥 3.3K / month · 📦 1 · ⏱️ 10.11.2020):
```
 pip install fairlearn
```

Conda (📥 8.3K · ⏱️ 11.11.2020):

 conda install -c conda-forge fairlearn

aequitas (🥉21 · ⭐ 340) - Bias and Fairness Audit Toolkit. MIT

GitHub (👨‍💻 15 · 🔀 62 · 📦 63 · 📋 53 - 62% open · ⏱️ 20.12.2020):
```
 git clone https://github.com/dssg/aequitas
```
PyPi (📥 210 / month · 📦 3 · ⏱️ 16.12.2020):
```
 pip install aequitas
```

checklist (🥉20 · ⭐ 1.2K) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT

GitHub (👨‍💻 7 · 🔀 97 · 📦 5 · 📋 56 - 5% open · ⏱️ 16.12.2020):
```
 git clone https://github.com/marcotcr/checklist
```
PyPi (📥 240 / month · 📦 2 · ⏱️ 21.09.2020):
```
 pip install checklist
```

tf-explain (🥉20 · ⭐ 750) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT

GitHub (👨‍💻 12 · 🔀 69 · 📦 59 · 📋 75 - 45% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/sicara/tf-explain
```
PyPi (📥 950 / month · 📦 1 · ⏱️ 14.02.2020):
```
 pip install tf-explain
```

deeplift (🥉20 · ⭐ 500) - Public facing deeplift repo. MIT

GitHub (👨‍💻 11 · 🔀 120 · 📦 43 · 📋 75 - 38% open · ⏱️ 11.11.2020):
```
 git clone https://github.com/kundajelab/deeplift
```
PyPi (📥 450 / month · 📦 2 · ⏱️ 11.11.2020):
```
 pip install deeplift
```

sklearn-evaluation (🥉20 · ⭐ 290) - Machine learning model evaluation made easy: plots,.. MIT

GitHub (👨‍💻 5 · 🔀 25 · 📦 26 · 📋 35 - 22% open · ⏱️ 28.12.2020):
```
 git clone https://github.com/edublancas/sklearn-evaluation
```
PyPi (📥 210 / month · 📦 2 · ⏱️ 28.12.2020):
```
 pip install sklearn-evaluation
```

explainerdashboard (🥉19 · ⭐ 250) - Quickly build Explainable AI dashboards that show the inner.. MIT

GitHub (👨‍💻 8 · 🔀 37 · 📦 3 · 📋 55 - 16% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/oegedijk/explainerdashboard
```
PyPi (📥 1.3K / month · ⏱️ 14.01.2021):
```
 pip install explainerdashboard
```

What-If Tool (🥉18 · ⭐ 420) - Source code/webpage/demos for the What-If Tool. Apache-2

GitHub (👨‍💻 18 · 🔀 89 · 📋 69 - 50% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/PAIR-code/what-if-tool
```
PyPi (📥 2.3K / month · ⏱️ 28.06.2020):
```
 pip install witwidget
```
NPM (📥 1.6K / month · ⏱️ 13.01.2021):
```
 npm install wit-widget
```

fairness-indicators (🥉18 · ⭐ 170) - Tensorflow's Fairness Evaluation and Visualization.. Apache-2

GitHub (👨‍💻 19 · 🔀 49 · 📋 21 - 76% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/tensorflow/fairness-indicators
```
PyPi (📥 480 / month · ⏱️ 17.12.2020):
```
 pip install fairness-indicators
```

DiCE (🥉17 · ⭐ 430) - Generate Diverse Counterfactual Explanations for any machine.. MIT

GitHub (👨‍💻 8 · 🔀 63 · 📋 30 - 40% open · ⏱️ 15.12.2020):
```
 git clone https://github.com/interpretml/DiCE
```
PyPi (📥 160 / month · ⏱️ 22.09.2020):
```
 pip install dice-ml
```

ExplainX.ai (🥉17 · ⭐ 160) - Explainable AI framework for data scientists. Explain & debug any.. MIT

GitHub (👨‍💻 4 · 🔀 28 · 📋 20 - 35% open · ⏱️ 07.01.2021):
```
 git clone https://github.com/explainX/explainx
```
PyPi (📥 460 / month · ⏱️ 07.12.2020):
```
 pip install explainx
```

LIT (🥉16 · ⭐ 2.3K · 🐣) - The Language Interpretability Tool: Interactively analyze NLP models.. Apache-2

GitHub (👨‍💻 10 · 🔀 230 · 📋 54 - 50% open · ⏱️ 17.11.2020):
```
 git clone https://github.com/PAIR-code/lit
```
PyPi (📥 140 / month · ⏱️ 17.11.2020):
```
 pip install lit-nlp
```

FlashTorch (🥉16 · ⭐ 530 · 💤) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT

GitHub (👨‍💻 2 · 🔀 66 · 📦 6 · 📋 27 - 22% open · ⏱️ 29.05.2020):
```
 git clone https://github.com/MisaOgura/flashtorch
```
PyPi (📥 170 / month · ⏱️ 29.05.2020):
```
 pip install flashtorch
```

tcav (🥉16 · ⭐ 420) - Code for the TCAV ML interpretability project. Apache-2

GitHub (👨‍💻 16 · 🔀 96 · 📦 6 · 📋 42 - 4% open · ⏱️ 14.07.2020):
```
 git clone https://github.com/tensorflow/tcav
```
PyPi (📥 36 / month · 📦 1 · ⏱️ 10.06.2019):
```
 pip install tcav
```

LOFO (🥉16 · ⭐ 290) - Leave One Feature Out Importance. MIT

GitHub (👨‍💻 3 · 🔀 40 · 📦 3 · 📋 11 - 9% open · ⏱️ 02.07.2020):
```
 git clone https://github.com/aerdem4/lofo-importance
```
PyPi (📥 180 / month · ⏱️ 02.07.2020):
```
 pip install lofo-importance
```

model-card-toolkit (🥉16 · ⭐ 150 · 🐣) - a tool that leverages rich metadata and lineage.. Apache-2

GitHub (👨‍💻 7 · 🔀 21 · 📦 1 · ⏱️ 14.01.2021):
```
 git clone https://github.com/tensorflow/model-card-toolkit
```
PyPi (📥 69 / month · ⏱️ 16.10.2020):
```
 pip install model-card-toolkit
```

Anchor (🥉14 · ⭐ 610) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2

GitHub (👨‍💻 8 · 🔀 87 · 📋 54 - 16% open · ⏱️ 10.09.2020):
```
 git clone https://github.com/marcotcr/anchor
```
PyPi (📥 440 / month · ⏱️ 26.06.2020):
```
 pip install anchor_exp
```

Show 7 hidden projects...

scikit-plot (🥈23 · ⭐ 2K · 💀) - An intuitive library to add plotting functionality to scikit-.. MIT
Skater (🥉20 · ⭐ 960 · 💤) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
DALEX (🥉18 · ⭐ 750) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
XAI (🥉16 · ⭐ 560 · 💀) - XAI - An eXplainability toolbox for machine learning. MIT
imodels (🥉16 · ⭐ 140 · ➕) - Interpretable ML package for concise, transparent, and accurate.. MIT
contextual-ai (🥉13 · ⭐ 65) - Contextual AI adds explainability to different stages of.. Apache-2
Attribution Priors (🥉11 · ⭐ 71) - Tools for training explainable models using.. MIT

Vector Similarity Search (ANN)

Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.

🔗 ANN Benchmarks ( ⭐ 2K) - Benchmarks of approximate nearest neighbor libraries in Python.

Faiss (🥇29 · ⭐ 12K) - A library for efficient similarity search and clustering of dense vectors. MIT

GitHub (👨‍💻 72 · 🔀 2.1K · 📦 300 · 📋 1.3K - 7% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/facebookresearch/faiss
```
PyPi (📥 6.7K / month · 📦 6 · ⏱️ 16.10.2020):
```
 pip install pymilvus
```
Conda (📥 21K · ⏱️ 12.12.2020):
```
 conda install -c conda-forge faiss
```

Annoy (🥇29 · ⭐ 8K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2

GitHub (👨‍💻 68 · 🔀 860 · 📦 1.4K · 📋 290 - 8% open · ⏱️ 03.12.2020):
```
 git clone https://github.com/spotify/annoy
```
PyPi (📥 220K / month · 📦 360 · ⏱️ 18.09.2020):
```
 pip install annoy
```

NMSLIB (🥈28 · ⭐ 2.3K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2

GitHub (👨‍💻 44 · 🔀 330 · 📦 310 · 📋 360 - 12% open · ⏱️ 08.01.2021):
```
 git clone https://github.com/nmslib/nmslib
```
PyPi (📥 53K / month · 📦 52 · ⏱️ 08.01.2021):
```
 pip install nmslib
```
Conda (📥 10K · ⏱️ 08.01.2021):
```
 conda install -c conda-forge nmslib
```

Milvus (🥈25 · ⭐ 4.9K) - An open source embedding vector similarity search engine powered by.. Apache-2

GitHub (👨‍💻 140 · 🔀 760 · 📋 2.1K - 10% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/milvus-io/milvus
```
PyPi (📥 6.7K / month · 📦 6 · ⏱️ 16.10.2020):
```
 pip install pymilvus
```
Docker Hub (📥 220K · ⭐ 9 · ⏱️ 06.01.2021):
```
 docker pull milvusdb/milvus
```

hnswlib (🥈22 · ⭐ 1.3K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2

GitHub (👨‍💻 32 · 🔀 230 · 📋 180 - 43% open · ⏱️ 18.08.2020):
```
 git clone https://github.com/nmslib/hnswlib
```
PyPi (📥 15K / month · 📦 2 · ⏱️ 13.07.2020):
```
 pip install hnswlib
```

Magnitude (🥉21 · ⭐ 1.4K) - A fast, efficient universal vector embedding utility package. MIT

GitHub (👨‍💻 4 · 🔀 98 · 📦 170 · 📋 74 - 32% open · ⏱️ 17.07.2020):
```
 git clone https://github.com/plasticityai/magnitude
```
PyPi (📥 5.2K / month · 📦 14 · ⏱️ 25.05.2020):
```
 pip install pymagnitude
```

PyNNDescent (🥉21 · ⭐ 360) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub (👨‍💻 10 · 🔀 43 · 📋 56 - 48% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 16K / month · 📦 3 · ⏱️ 19.11.2020):
```
 pip install pynndescent
```

Conda (📥 21K · ⏱️ 19.11.2020):

 conda install -c conda-forge pynndescent

NGT (🥉19 · ⭐ 610) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2

GitHub (👨‍💻 10 · 🔀 67 · 📋 74 - 10% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/yahoojapan/NGT
```
PyPi (📥 2.9K / month · 📦 3 · ⏱️ 23.09.2020):
```
 pip install ngt
```

N2 (🥉19 · ⭐ 450) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs fast.. Apache-2

GitHub (👨‍💻 17 · 🔀 51 · 📦 12 · 📋 39 - 43% open · ⏱️ 21.10.2020):
```
 git clone https://github.com/kakao/n2
```
PyPi (📥 320 / month · 📦 2 · ⏱️ 16.10.2020):
```
 pip install n2
```

Show 2 hidden projects...

NearPy (🥉20 · ⭐ 660 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT
PySparNN (🥉11 · ⭐ 840 · 💀) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3

Probabilistics & Statistics

Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.

PyMC3 (🥇32 · ⭐ 5.5K) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2

GitHub (👨‍💻 300 · 🔀 1.3K · 📥 140 · 📦 2K · 📋 2.1K - 7% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/pymc-devs/pymc3
```
PyPi (📥 110K / month · 📦 290 · ⏱️ 07.12.2020):
```
 pip install pymc3
```
Conda (📥 240K · ⏱️ 07.12.2020):
```
 conda install -c conda-forge pymc3
```

tensorflow-probability (🥇31 · ⭐ 3.2K) - Probabilistic reasoning and statistical analysis in.. Apache-2

GitHub (👨‍💻 400 · 🔀 840 · 📦 1 · 📋 940 - 44% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/tensorflow/probability
```
PyPi (📥 310K / month · 📦 250 · ⏱️ 29.12.2020):
```
 pip install tensorflow-probability
```

Conda (📥 29K · ⏱️ 13.03.2020):

 conda install -c conda-forge tensorflow-probability

hmmlearn (🥇29 · ⭐ 2.2K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3

GitHub (👨‍💻 31 · 🔀 600 · 📦 850 · 📋 340 - 18% open · ⏱️ 28.12.2020):
```
 git clone https://github.com/hmmlearn/hmmlearn
```
PyPi (📥 120K / month · 📦 210 · ⏱️ 12.09.2020):
```
 pip install hmmlearn
```
Conda (📥 58K · ⏱️ 01.11.2020):
```
 conda install -c conda-forge hmmlearn
```

GPyTorch (🥈28 · ⭐ 2.2K) - A highly efficient and modular implementation of Gaussian Processes.. MIT

GitHub (👨‍💻 63 · 🔀 310 · 📦 190 · 📋 820 - 24% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 31K / month · 📦 8 · ⏱️ 30.11.2020):
```
 pip install gpytorch
```

Pyro (🥈27 · ⭐ 6.7K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

GitHub (👨‍💻 100 · 🔀 780 · 📦 360 · 📋 810 - 16% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/pyro-ppl/pyro
```
PyPi (📥 6.3K / month · 📦 36 · ⏱️ 17.11.2020):
```
 pip install pyro-ppl
```

filterpy (🥈27 · ⭐ 1.6K) - Python Kalman filtering and optimal estimation library. Implements.. MIT

GitHub (👨‍💻 33 · 🔀 400 · 📦 680 · 📋 170 - 12% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/rlabbe/filterpy
```
PyPi (📥 14K / month · 📦 210 · ⏱️ 10.10.2018):
```
 pip install filterpy
```
Conda (📥 56K · ⏱️ 05.05.2020):
```
 conda install -c conda-forge filterpy
```

GPflow (🥈27 · ⭐ 1.4K) - Gaussian processes in TensorFlow. Apache-2

GitHub (👨‍💻 68 · 🔀 390 · 📦 210 · 📋 690 - 12% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/GPflow/GPflow
```
PyPi (📥 1.9K / month · 📦 17 · ⏱️ 01.12.2020):
```
 pip install gpflow
```
Conda (📥 8K · ⏱️ 06.11.2018):
```
 conda install -c conda-forge gpflow
```

pomegranate (🥉26 · ⭐ 2.6K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

GitHub (👨‍💻 61 · 🔀 460 · 📦 380 · 📋 570 - 5% open · ⏱️ 09.01.2021):
```
 git clone https://github.com/jmschrei/pomegranate
```
PyPi (📥 21K / month · 📦 56 · ⏱️ 09.01.2021):
```
 pip install pomegranate
```

Conda (📥 42K · ⏱️ 01.11.2020):

 conda install -c conda-forge pomegranate

pgmpy (🥉24 · ⭐ 1.7K) - Python Library for learning (Structure and Parameter) and inference.. MIT

GitHub (👨‍💻 88 · 🔀 560 · 📥 48 · 📦 180 · 📋 720 - 31% open · ⏱️ 10.01.2021):
```
 git clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 23K / month · 📦 12 · ⏱️ 30.12.2020):
```
 pip install pgmpy
```

SALib (🥉24 · ⭐ 420) - Sensitivity Analysis Library in Python (Numpy). Contains Sobol, Morris,.. MIT

GitHub (👨‍💻 23 · 🔀 140 · 📋 220 - 18% open · ⏱️ 12.11.2020):
```
 git clone https://github.com/SALib/SALib
```
PyPi (📥 12K / month · 📦 44 · ⏱️ 19.11.2020):
```
 pip install salib
```
Conda (📥 57K · ⏱️ 24.10.2020):
```
 conda install -c conda-forge salib
```

bambi (🥉20 · ⭐ 540) - BAyesian Model-Building Interface (Bambi) in Python. MIT

GitHub (👨‍💻 15 · 🔀 50 · 📦 8 · 📋 150 - 16% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/bambinos/bambi
```
PyPi (📥 220 / month · 📦 3 · ⏱️ 17.12.2020):
```
 pip install bambi
```

scikit-posthocs (🥉20 · ⭐ 170) - Pairwise Multiple Comparisons (Post Hoc) Tests in Python. MIT

GitHub (👨‍💻 7 · 🔀 18 · 📥 16 · 📦 100 · 📋 35 - 11% open · ⏱️ 19.10.2020):
```
 git clone https://github.com/maximtrp/scikit-posthocs
```
PyPi (📥 7.8K / month · 📦 3 · ⏱️ 12.10.2020):
```
 pip install scikit-posthocs
```

pyhsmm (🥉18 · ⭐ 480) - Bayesian inference in HSMMs and HMMs. MIT

GitHub (👨‍💻 13 · 🔀 150 · 📦 17 · 📋 94 - 36% open · ⏱️ 24.08.2020):
```
 git clone https://github.com/mattjj/pyhsmm
```
PyPi (📥 53 / month · 📦 4 · ⏱️ 10.05.2017):
```
 pip install pyhsmm
```

Funsor (🥉18 · ⭐ 160) - Functional tensors for probabilistic programming. Apache-2

GitHub (👨‍💻 9 · 🔀 15 · 📦 7 · 📋 110 - 49% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/pyro-ppl/funsor
```
PyPi (📥 200 / month · ⏱️ 15.10.2020):
```
 pip install funsor
```

Baal (🥉17 · ⭐ 310) - Using approximate bayesian posteriors in deep nets for active learning. Apache-2

GitHub (👨‍💻 8 · 🔀 24 · 📦 6 · 📋 34 - 35% open · ⏱️ 11.12.2020):
```
 git clone https://github.com/ElementAI/baal
```
PyPi (📥 110 / month · ⏱️ 03.11.2020):
```
 pip install baal
```

Orbit (🥉17 · ⭐ 300) - Bayesian forecasting with object-oriented design and probabilistic.. Apache-2

GitHub (👨‍💻 7 · 🔀 13 · 📦 3 · 📋 160 - 13% open · ⏱️ 08.01.2021):
```
 git clone https://github.com/uber/orbit
```
PyPi (📥 62 / month · ⏱️ 15.11.2020):
```
 pip install orbit-ml
```

Show 5 hidden projects...

PyStan (🥈27 · ⭐ 910) - PyStan, the Python interface to Stan. ❗️GPL-3.0
patsy (🥈27 · ⭐ 730 · 💀) - Describing statistical models in Python using symbolic formulas. BSD-2
Edward (🥉24 · ⭐ 4.6K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
pingouin (🥉22 · ⭐ 620) - Statistical package in Python based on Pandas. ❗️GPL-3.0
ZhuSuan (🥉14 · ⭐ 2K · 💀) - A probabilistic programming library for Bayesian deep learning,.. MIT

Adversarial Robustness

Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.

CleverHans (🥇25 · ⭐ 4.9K) - An adversarial example library for constructing attacks,.. MIT

GitHub (👨‍💻 110 · 🔀 1.2K · 📦 180 · 📋 450 - 16% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/cleverhans-lab/cleverhans
```
PyPi (📥 520 / month · 📦 8 · ⏱️ 27.11.2018):
```
 pip install cleverhans
```

Foolbox (🥇25 · ⭐ 1.8K) - A Python toolbox to create adversarial examples that fool neural networks.. MIT

GitHub (👨‍💻 30 · 🔀 310 · 📦 160 · 📋 300 - 13% open · ⏱️ 20.12.2020):
```
 git clone https://github.com/bethgelab/foolbox
```
PyPi (📥 970 / month · 📦 18 · ⏱️ 26.09.2020):
```
 pip install foolbox
```

ART (🥈23 · ⭐ 2K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT

GitHub (👨‍💻 59 · 🔀 560 · 📦 98 · 📋 400 - 18% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```

PyPi (📥 1.7K / month · ⏱️ 09.01.2021):

 pip install adversarial-robustness-toolbox

TextAttack (🥈23 · ⭐ 1.2K) - TextAttack is a Python framework for adversarial attacks, data.. MIT

GitHub (👨‍💻 31 · 🔀 130 · 📦 15 · 📋 110 - 23% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/QData/TextAttack
```
PyPi (📥 840 / month · ⏱️ 27.12.2020):
```
 pip install textattack
```

robustness (🥉18 · ⭐ 450) - A library for experimenting with, training and evaluating neural.. MIT

GitHub (👨‍💻 11 · 🔀 80 · 📦 31 · 📋 54 - 9% open · ⏱️ 01.12.2020):
```
 git clone https://github.com/MadryLab/robustness
```
PyPi (📥 250 / month · 📦 1 · ⏱️ 05.08.2020):
```
 pip install robustness
```

AdvBox (🥉16 · ⭐ 1K) - Advbox is a toolbox to generate adversarial examples that fool neural.. Apache-2

GitHub (👨‍💻 19 · 🔀 220 · 📋 32 - 18% open · ⏱️ 26.08.2020):
```
 git clone https://github.com/advboxes/AdvBox
```
PyPi (📥 19 / month · ⏱️ 05.12.2018):
```
 pip install advbox
```

Show 2 hidden projects...

advertorch (🥉17 · ⭐ 790 · 💤) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
Adversary (🥉13 · ⭐ 340 · 💀) - Tool to generate adversarial text examples and test machine.. MIT

GPU Utilities

Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.

CuPy (🥇30 · ⭐ 4.8K) - A NumPy-compatible array library accelerated by CUDA. MIT

GitHub (👨‍💻 250 · 🔀 430 · 📥 5.6K · 📦 630 · 📋 1.2K - 29% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/cupy/cupy
```
PyPi (📥 7.1K / month · 📦 190 · ⏱️ 25.12.2020):
```
 pip install cupy
```
Conda (📥 340K · ⏱️ 14.01.2021):
```
 conda install -c conda-forge cupy
```
Docker Hub (📥 48K · ⭐ 6 · ⏱️ 15.01.2021):
```
 docker pull cupy/cupy
```

PyCUDA (🥇27 · ⭐ 1.1K) - CUDA integration for Python, plus shiny features. MIT

GitHub (👨‍💻 68 · 🔀 210 · 📦 710 · 📋 160 - 24% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/inducer/pycuda
```
PyPi (📥 13K / month · 📦 290 · ⏱️ 07.10.2020):
```
 pip install pycuda
```

gpustat (🥈26 · ⭐ 2.2K) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub (👨‍💻 10 · 🔀 180 · 📦 570 · 📋 67 - 29% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/wookayin/gpustat
```
PyPi (📥 130K / month · 📦 58 · ⏱️ 02.01.2021):
```
 pip install gpustat
```
Conda (📥 9.2K · ⏱️ 24.11.2020):
```
 conda install -c conda-forge gpustat
```

Apex (🥈23 · ⭐ 5K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

GitHub (👨‍💻 77 · 🔀 660 · 📦 420 · 📋 780 - 54% open · ⏱️ 17.12.2020):
```
 git clone https://github.com/NVIDIA/apex
```

Conda (📥 29K · ⏱️ 23.11.2020):

 conda install -c conda-forge nvidia-apex

ArrayFire (🥈22 · ⭐ 3.3K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub (👨‍💻 80 · 🔀 450 · 📥 590 · 📋 1.5K - 17% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 500 / month · 📦 2 · ⏱️ 18.10.2018):
```
 pip install arrayfire
```

py3nvml (🥈22 · ⭐ 160 · 💤) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside.. BSD-3

GitHub (👨‍💻 6 · 🔀 24 · 📦 220 · 📋 11 - 18% open · ⏱️ 23.04.2020):
```
 git clone https://github.com/fbcotter/py3nvml
```
PyPi (📥 93K / month · 📦 20 · ⏱️ 06.04.2020):
```
 pip install py3nvml
```
Conda (📥 11K · ⏱️ 10.10.2020):
```
 conda install -c conda-forge py3nvml
```

cuDF (🥉21 · ⭐ 3.6K) - cuDF - GPU DataFrame Library. Apache-2

GitHub (👨‍💻 200 · 🔀 470 · 📋 3.3K - 17% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/rapidsai/cudf
```
PyPi (📥 600 / month · 📦 4 · ⏱️ 01.06.2020):
```
 pip install cudf
```

scikit-cuda (🥉21 · ⭐ 790) - Python interface to GPU-powered libraries. BSD-3

GitHub (👨‍💻 44 · 🔀 150 · 📦 110 · 📋 200 - 18% open · ⏱️ 13.07.2020):
```
 git clone https://github.com/lebedov/scikit-cuda
```
PyPi (📥 490 / month · 📦 31 · ⏱️ 27.05.2019):
```
 pip install scikit-cuda
```

DALI (🥉20 · ⭐ 3K) - A library containing both highly optimized building blocks and an.. Apache-2

GitHub (👨‍💻 53 · 🔀 360 · 📋 780 - 23% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/NVIDIA/DALI
```

cuML (🥉19 · ⭐ 1.9K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub (👨‍💻 120 · 🔀 300 · 📋 1.5K - 41% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/rapidsai/cuml
```
PyPi (📥 280 / month · ⏱️ 11.04.2019):
```
 pip install cuml
```

BlazingSQL (🥉17 · ⭐ 1.4K) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2

GitHub (👨‍💻 39 · 🔀 130 · 📋 560 - 43% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/BlazingDB/blazingsql
```

Conda (📥 910 · ⏱️ 11.11.2019):

 conda install -c blazingsql blazingsql-protocol

cuGraph (🥉16 · ⭐ 620) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub (👨‍💻 54 · 🔀 130 · 📋 550 - 15% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/rapidsai/cugraph
```
PyPi (📥 30 / month · ⏱️ 04.04.2019):
```
 pip install cugraph
```

SpeedTorch (🥉16 · ⭐ 590 · 💤) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT

GitHub (👨‍💻 3 · 🔀 36 · 📦 3 · 📋 5 - 60% open · ⏱️ 21.02.2020):
```
 git clone https://github.com/Santosh-Gupta/SpeedTorch
```
PyPi (📥 66 / month · 📦 2 · ⏱️ 06.01.2020):
```
 pip install SpeedTorch
```

cuSignal (🥉15 · ⭐ 430) - GPU accelerated signal processing. Apache-2

GitHub (👨‍💻 28 · 🔀 57 · 📋 98 - 17% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/rapidsai/cusignal
```

Show 3 hidden projects...

GPUtil (🥈23 · ⭐ 660 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
nvidia-ml-py3 (🥉17 · ⭐ 60 · 💀) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
ipyexperiments (🥉16 · ⭐ 120) - jupyter/ipython experiment containers for GPU and.. Apache-2

Tensorflow Utilities

Libraries that extend TensorFlow with additional capabilities.

tensor2tensor (🥇32 · ⭐ 11K) - Library of deep learning models and datasets designed to.. Apache-2

GitHub (👨‍💻 230 · 🔀 2.7K · 📦 880 · 📋 1.2K - 45% open · ⏱️ 16.11.2020):
```
 git clone https://github.com/tensorflow/tensor2tensor
```
PyPi (📥 81K / month · 📦 82 · ⏱️ 17.06.2020):
```
 pip install tensor2tensor
```

tensorflow-hub (🥇32 · ⭐ 2.7K) - A library for transfer learning by reusing parts of.. Apache-2

GitHub (👨‍💻 66 · 🔀 1.4K · 📦 5K · 📋 540 - 8% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/tensorflow/hub
```
PyPi (📥 720K / month · 📦 310 · ⏱️ 06.01.2021):
```
 pip install tensorflow-hub
```

Conda (📥 48K · ⏱️ 24.08.2020):

 conda install -c conda-forge tensorflow-hub

TF Addons (🥈30 · ⭐ 1.2K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2

GitHub (👨‍💻 140 · 🔀 420 · 📦 2K · 📋 780 - 21% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/tensorflow/addons
```
PyPi (📥 210K / month · 📦 18 · ⏱️ 23.12.2020):
```
 pip install tensorflow-addons
```

TensorFlow Transform (🥈29 · ⭐ 850) - Input pipeline framework. Apache-2

GitHub (👨‍💻 27 · 🔀 160 · 📦 390 · 📋 150 - 21% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/tensorflow/transform
```
PyPi (📥 7.4M / month · 📦 84 · ⏱️ 16.12.2020):
```
 pip install tensorflow-transform
```

efficientnet (🥈26 · ⭐ 1.7K) - Implementation of EfficientNet model. Keras and.. Apache-2

GitHub (👨‍💻 8 · 🔀 370 · 📥 140K · 📦 490 · 📋 100 - 47% open · ⏱️ 15.09.2020):
```
 git clone https://github.com/qubvel/efficientnet
```
PyPi (📥 82K / month · 📦 2 · ⏱️ 15.09.2020):
```
 pip install efficientnet
```

TF Model Optimization (🥈26 · ⭐ 950) - A toolkit to optimize ML models for deployment for.. Apache-2

GitHub (👨‍💻 43 · 🔀 210 · 📦 530 · 📋 160 - 44% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/tensorflow/model-optimization
```
PyPi (📥 50K / month · 📦 3 · ⏱️ 14.09.2020):
```
 pip install tensorflow-model-optimization
```

TensorFlow I/O (🥉25 · ⭐ 400) - Dataset, streaming, and file system extensions.. Apache-2

GitHub (👨‍💻 72 · 🔀 140 · 📦 91 · 📋 380 - 28% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/tensorflow/io
```
PyPi (📥 44K / month · ⏱️ 15.12.2020):
```
 pip install tensorflow-io
```

TensorFlow Cloud (🥉23 · ⭐ 220) - The TensorFlow Cloud repository provides APIs that.. Apache-2

GitHub (👨‍💻 16 · 🔀 43 · 📦 14 · 📋 71 - 64% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/tensorflow/cloud
```
PyPi (📥 87K / month · ⏱️ 06.01.2021):
```
 pip install tensorflow-cloud
```

Neural Structured Learning (🥉22 · ⭐ 770) - Training neural models with structured signals. Apache-2

GitHub (👨‍💻 26 · 🔀 140 · 📦 21 · 📋 43 - 11% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (📥 2K / month · ⏱️ 18.08.2020):
```
 pip install neural-structured-learning
```

TensorNets (🥉20 · ⭐ 970) - High level network definitions with pre-trained weights in.. MIT

GitHub (👨‍💻 6 · 🔀 180 · 📦 29 · 📋 56 - 25% open · ⏱️ 02.01.2021):
```
 git clone https://github.com/taehoonlee/tensornets
```
PyPi (📥 260 / month · 📦 2 · ⏱️ 31.03.2020):
```
 pip install tensornets
```

tffm (🥉19 · ⭐ 750 · 💤) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT

GitHub (👨‍💻 10 · 🔀 170 · 📦 9 · 📋 37 - 45% open · ⏱️ 22.05.2020):
```
 git clone https://github.com/geffy/tffm
```
PyPi (📥 1.2K / month · 📦 1 · ⏱️ 27.01.2018):
```
 pip install tffm
```

Saliency (🥉16 · ⭐ 620) - TensorFlow implementation for SmoothGrad, Grad-CAM, Guided.. Apache-2

GitHub (👨‍💻 12 · 🔀 130 · 📦 13 · 📋 21 - 52% open · ⏱️ 01.10.2020):
```
 git clone https://github.com/PAIR-code/saliency
```
PyPi (📥 140 / month · ⏱️ 26.09.2019):
```
 pip install saliency
```

TF Compression (🥉16 · ⭐ 420) - Data compression in TensorFlow. Apache-2

GitHub (👨‍💻 9 · 🔀 150 · 📋 55 - 1% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/tensorflow/compression
```
PyPi (📥 410 / month · 📦 1 · ⏱️ 06.01.2021):
```
 pip install tensorflow-compression
```

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

imbalanced-learn (🥇30 · ⭐ 5K) - A Python Package to Tackle the Curse of Imbalanced.. MIT

GitHub (👨‍💻 51 · 🔀 1.1K · 📦 3.8K · 📋 450 - 10% open · ⏱️ 03.11.2020):
```
 git clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (📥 690K / month · 📦 280 · ⏱️ 09.06.2020):
```
 pip install imbalanced-learn
```

Conda (📥 110K · ⏱️ 14.06.2020):

 conda install -c conda-forge imbalanced-learn

MLxtend (🥇30 · ⭐ 3.3K) - A library of extension and helper modules for Python's data.. BSD-3

GitHub (👨‍💻 79 · 🔀 680 · 📦 2.4K · 📋 360 - 27% open · ⏱️ 09.01.2021):
```
 git clone https://github.com/rasbt/mlxtend
```
PyPi (📥 190K / month · 📦 95 · ⏱️ 26.11.2020):
```
 pip install mlxtend
```
Conda (📥 150K · ⏱️ 26.11.2020):
```
 conda install -c conda-forge mlxtend
```

category_encoders (🥈25 · ⭐ 1.6K) - A library of sklearn compatible categorical variable.. BSD-3

GitHub (👨‍💻 34 · 🔀 290 · 📋 200 - 32% open · ⏱️ 31.07.2020):
```
 git clone https://github.com/scikit-learn-contrib/category_encoders
```
PyPi (📥 190K / month · 📦 23 · ⏱️ 14.10.2018):
```
 pip install category_encoders
```

Conda (📥 91K · ⏱️ 29.04.2020):

 conda install -c conda-forge category_encoders

combo (🥈24 · ⭐ 470) - A Python Toolbox for Machine Learning Model Combination. BSD-2 xgboost

GitHub (👨‍💻 1 · 🔀 80 · 📦 250 · 📋 10 - 70% open · ⏱️ 23.12.2020):
```
 git clone https://github.com/yzhao062/combo
```
PyPi (📥 78K / month · ⏱️ 23.12.2020):
```
 pip install combo
```

sklearn-contrib-lightning (🥈23 · ⭐ 1.4K) - Large-scale linear classification, regression and.. BSD-3

GitHub (👨‍💻 16 · 🔀 190 · 📦 72 · 📋 85 - 57% open · ⏱️ 04.01.2021):
```
 git clone https://github.com/scikit-learn-contrib/lightning
```
PyPi (📥 490 / month · 📦 5 · ⏱️ 16.12.2020):
```
 pip install sklearn-contrib-lightning
```

Conda (📥 130K · ⏱️ 20.12.2020):

 conda install -c conda-forge sklearn-contrib-lightning

scikit-opt (🥈22 · ⭐ 1.8K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT

GitHub (👨‍💻 8 · 🔀 420 · 📦 25 · 📋 82 - 25% open · ⏱️ 07.01.2021):
```
 git clone https://github.com/guofei9987/scikit-opt
```
PyPi (📥 870 / month · 📦 3 · ⏱️ 20.11.2020):
```
 pip install scikit-opt
```

fancyimpute (🥈22 · ⭐ 910) - Multivariate imputation and matrix completion algorithms.. Apache-2

GitHub (👨‍💻 11 · 🔀 140 · 📦 640 · 📋 110 - 3% open · ⏱️ 27.08.2020):
```
 git clone https://github.com/iskandr/fancyimpute
```
PyPi (📥 4.9K / month · 📦 21 · ⏱️ 16.07.2020):
```
 pip install fancyimpute
```

scikit-lego (🥈22 · ⭐ 380) - Extra blocks for scikit-learn pipelines. MIT

GitHub (👨‍💻 38 · 🔀 64 · 📦 15 · 📋 200 - 9% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/koaning/scikit-lego
```
PyPi (📥 880 / month · ⏱️ 04.01.2021):
```
 pip install scikit-lego
```

Conda (📥 7.6K · ⏱️ 02.11.2020):

 conda install -c conda-forge scikit-lego

iterative-stratification (🥉19 · ⭐ 490) - scikit-learn cross validators for iterative.. BSD-3

GitHub (👨‍💻 4 · 🔀 44 · 📦 99 · 📋 11 - 9% open · ⏱️ 12.09.2020):
```
 git clone https://github.com/trent-b/iterative-stratification
```
PyPi (📥 2.7K / month · ⏱️ 12.08.2018):
```
 pip install iterative-stratification
```

scikit-tda (🥉19 · ⭐ 260) - Topological Data Analysis for Python. MIT

GitHub (👨‍💻 2 · 🔀 32 · 📦 18 · 📋 14 - 78% open · ⏱️ 09.01.2021):
```
 git clone https://github.com/scikit-tda/scikit-tda
```
PyPi (📥 4.7K / month · ⏱️ 09.01.2021):
```
 pip install scikit-tda
```

DESlib (🥉17 · ⭐ 290) - A Python library for dynamic classifier and ensemble selection. BSD-3

GitHub (👨‍💻 12 · 🔀 66 · 📦 13 · 📋 130 - 9% open · ⏱️ 01.01.2021):
```
 git clone https://github.com/scikit-learn-contrib/DESlib
```
PyPi (📥 130 / month · ⏱️ 18.02.2019):
```
 pip install deslib
```

skggm (🥉17 · ⭐ 170) - Scikit-learn compatible estimation of general graphical models. MIT

GitHub (👨‍💻 5 · 🔀 31 · 📦 6 · 📋 74 - 36% open · ⏱️ 24.12.2020):
```
 git clone https://github.com/skggm/skggm
```
PyPi (📥 92 / month · 📦 1 · ⏱️ 12.09.2018):
```
 pip install skggm
```

Show 5 hidden projects...

sklearn-crfsuite (🥈24 · ⭐ 360 · 💀) - scikit-learn inspired API for CRFsuite. MIT
scikit-multilearn (🥈22 · ⭐ 620 · 💀) - A scikit-learn based module for multi-label et. al... BSD-2
skope-rules (🥉20 · ⭐ 350) - machine learning with logical rules in Python. ❗️BSD-1-Clause
celer (🥉17 · ⭐ 100 · ➕) - Fast sklearn solvers for sparse problems (group Lasso, adaptive.. BSD-3
dabl (🥉16 · ⭐ 62) - Data Analysis Baseline Library. BSD-3

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

pretrainedmodels (🥇27 · ⭐ 7.6K · 💤) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3

GitHub (👨‍💻 22 · 🔀 1.6K · 📦 820 · 📋 170 - 49% open · ⏱️ 16.04.2020):
```
 git clone https://github.com/Cadene/pretrained-models.pytorch
```
PyPi (📥 28K / month · 📦 100 · ⏱️ 29.10.2018):
```
 pip install pretrainedmodels
```

pytorch-optimizer (🥇25 · ⭐ 1.6K) - torch-optimizer -- collection of optimizers for.. Apache-2

GitHub (👨‍💻 19 · 🔀 150 · 📦 100 · 📋 33 - 30% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/jettify/pytorch-optimizer
```
PyPi (📥 11K / month · ⏱️ 01.01.2021):
```
 pip install torch_optimizer
```

torchdiffeq (🥇24 · ⭐ 3.3K) - Differentiable ODE solvers with full GPU support and.. MIT

GitHub (👨‍💻 19 · 🔀 570 · 📦 57 · 📋 120 - 9% open · ⏱️ 07.01.2021):
```
 git clone https://github.com/rtqichen/torchdiffeq
```
PyPi (📥 1.9K / month · ⏱️ 16.09.2020):
```
 pip install torchdiffeq
```

pytorch-summary (🥇24 · ⭐ 2.9K) - Model summary in PyTorch similar to `model.summary()` in.. MIT

GitHub (👨‍💻 11 · 🔀 340 · 📦 1.8K · 📋 140 - 73% open · ⏱️ 07.08.2020):
```
 git clone https://github.com/sksq96/pytorch-summary
```
PyPi (📥 33K / month · 📦 120 · ⏱️ 26.09.2018):
```
 pip install torchsummary
```

PML (🥇24 · ⭐ 2.6K) - The easiest way to use deep metric learning in your application. Modular,.. MIT

GitHub (👨‍💻 12 · 🔀 360 · 📦 45 · 📋 200 - 15% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/KevinMusgrave/pytorch-metric-learning
```
PyPi (📥 3.5K / month · ⏱️ 15.01.2021):
```
 pip install pytorch-metric-learning
```

Conda (📥 1.1K · ⏱️ 12.01.2021):

 conda install -c metric-learning pytorch-metric-learning

SRU (🥇24 · ⭐ 1.9K) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT

GitHub (👨‍💻 21 · 🔀 280 · 📦 15 · 📋 100 - 47% open · ⏱️ 17.12.2020):
```
 git clone https://github.com/asappresearch/sru
```
PyPi (📥 1.9K / month · 📦 1 · ⏱️ 17.12.2020):
```
 pip install sru
```

EfficientNet-PyTorch (🥈23 · ⭐ 5.3K) - A PyTorch implementation of EfficientNet. Apache-2

GitHub (👨‍💻 21 · 🔀 1K · 📥 290K · 📋 220 - 46% open · ⏱️ 09.10.2020):
```
 git clone https://github.com/lukemelas/EfficientNet-PyTorch
```
PyPi (📥 30K / month · 📦 7 · ⏱️ 26.08.2020):
```
 pip install efficientnet-pytorch
```

EfficientNets (🥈22 · ⭐ 1.2K) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2

GitHub (👨‍💻 5 · 🔀 170 · 📦 28 · ⏱️ 30.11.2020):

 git clone https://github.com/rwightman/gen-efficientnet-pytorch

PyPi (📥 1.3K / month · ⏱️ 20.08.2020):
```
 pip install geffnet
```

Torchmeta (🥈21 · ⭐ 1.2K) - A collection of extensions and data-loaders for few-shot learning.. MIT

GitHub (👨‍💻 10 · 🔀 130 · 📦 24 · 📋 88 - 21% open · ⏱️ 25.11.2020):
```
 git clone https://github.com/tristandeleu/pytorch-meta
```
PyPi (📥 450 / month · ⏱️ 25.11.2020):
```
 pip install torchmeta
```

PyTorch Sparse (🥈21 · ⭐ 340) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT

GitHub (👨‍💻 12 · 🔀 43 · 📋 85 - 41% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (📥 4.2K / month · 📦 17 · ⏱️ 02.11.2020):
```
 pip install torch-sparse
```

reformer-pytorch (🥈20 · ⭐ 1.3K) - Reformer, the efficient Transformer, in Pytorch. MIT

GitHub (👨‍💻 9 · 🔀 160 · 📋 93 - 1% open · ⏱️ 11.12.2020):
```
 git clone https://github.com/lucidrains/reformer-pytorch
```
PyPi (📥 920 / month · ⏱️ 06.12.2020):
```
 pip install reformer-pytorch
```

torch-scatter (🥈20 · ⭐ 580) - PyTorch Extension Library of Optimized Scatter Operations. MIT

GitHub (👨‍💻 14 · 🔀 73 · 📋 170 - 34% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (📥 4.9K / month · 📦 16 · ⏱️ 22.02.2020):
```
 pip install torch-scatter
```

Pytorch Toolbelt (🥉19 · ⭐ 880) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT

GitHub (👨‍💻 5 · 🔀 71 · 📋 17 - 17% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/BloodAxe/pytorch-toolbelt
```
PyPi (📥 6.4K / month · 📦 1 · ⏱️ 14.01.2021):
```
 pip install pytorch_toolbelt
```

TabNet (🥉19 · ⭐ 740) - PyTorch implementation of TabNet paper :.. MIT

GitHub (👨‍💻 17 · 🔀 140 · 📋 130 - 24% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/dreamquark-ai/tabnet
```
PyPi (📥 2.3K / month · ⏱️ 12.01.2021):
```
 pip install pytorch-tabnet
```

Higher (🥉18 · ⭐ 1K) - higher is a pytorch library allowing users to obtain higher order.. Apache-2

GitHub (👨‍💻 6 · 🔀 73 · 📦 27 · 📋 71 - 33% open · ⏱️ 28.10.2020):
```
 git clone https://github.com/facebookresearch/higher
```
PyPi (📥 660 / month · ⏱️ 14.07.2020):
```
 pip install higher
```

Lambda Networks (🥉17 · ⭐ 1.3K · 🐣) - Implementation of LambdaNetworks, a new approach to.. MIT

GitHub (👨‍💻 3 · 🔀 130 · 📋 23 - 34% open · ⏱️ 18.11.2020):
```
 git clone https://github.com/lucidrains/lambda-networks
```
PyPi (📥 1.2K / month · ⏱️ 20.10.2020):
```
 pip install lambda-networks
```

Tensor Sensor (🥉16 · ⭐ 500 · 🐣) - The goal of this library is to generate more helpful.. MIT

GitHub (👨‍💻 2 · 🔀 24 · 📦 1 · 📋 16 - 25% open · ⏱️ 07.01.2021):
```
 git clone https://github.com/parrt/tensor-sensor
```
PyPi (📥 220 / month · ⏱️ 03.12.2020):
```
 pip install tensor-sensor
```

Performer Pytorch (🥉16 · ⭐ 460 · 🐣) - An implementation of Performer, a linear attention-.. MIT

GitHub (👨‍💻 4 · 🔀 60 · 📦 7 · 📋 49 - 34% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/lucidrains/performer-pytorch
```
PyPi (📥 880 / month · ⏱️ 17.01.2021):
```
 pip install performer-pytorch
```

Pywick (🥉16 · ⭐ 310) - High-level batteries-included neural network training library for.. MIT

GitHub (👨‍💻 4 · 🔀 35 · 📦 2 · 📋 11 - 18% open · ⏱️ 24.09.2020):
```
 git clone https://github.com/achaiah/pywick
```
PyPi (📥 210 / month · ⏱️ 20.01.2020):
```
 pip install pywick
```

tinygrad (🥉15 · ⭐ 4K · 🐣) - You like pytorch? You like micrograd? You love tinygrad!. MIT

GitHub (👨‍💻 42 · 🔀 440 · 📋 74 - 17% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/geohot/tinygrad
```

torchsde (🥉15 · ⭐ 630 · 🐣) - Differentiable SDE solvers with GPU support and efficient.. Apache-2

GitHub (👨‍💻 4 · 🔀 54 · 📋 32 - 18% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/google-research/torchsde
```

Tez (🥉14 · ⭐ 400 · 🐣) - Tez is a super-simple and lightweight Trainer for PyTorch. It.. Apache-2

GitHub (👨‍💻 1 · 🔀 46 · 📋 13 - 53% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/abhishekkrthakur/tez
```
PyPi (📥 1K / month · ⏱️ 26.12.2020):
```
 pip install tez
```

micrograd (🥉13 · ⭐ 1.6K · 💤) - A tiny scalar-valued autograd engine and a neural net library.. MIT

GitHub (👨‍💻 2 · 🔀 110 · 📋 5 - 40% open · ⏱️ 18.04.2020):
```
 git clone https://github.com/karpathy/micrograd
```
PyPi (📥 20 / month · ⏱️ 18.04.2020):
```
 pip install micrograd
```

Torch-Struct (🥉13 · ⭐ 880) - Fast, general, and tested differentiable structured prediction.. MIT

GitHub (👨‍💻 12 · 🔀 69 · 📋 35 - 37% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/harvardnlp/pytorch-struct
```

Show 3 hidden projects...

AdaBound (🥉19 · ⭐ 2.8K · 💀) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
Poutyne (🥉19 · ⭐ 420) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
Antialiased CNNs (🥉17 · ⭐ 1.3K) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0

Database Clients

Libraries for connecting to, operating, and querying databases.

🔗 best-of-python - DB Clients ( ⭐ 400) - Collection of database clients for python.

Others

scipy (🥇40 · ⭐ 7.8K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3

GitHub (👨‍💻 1.1K · 🔀 3.5K · 📥 300K · 📦 290K · 📋 7.2K - 21% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/scipy/scipy
```
PyPi (📥 13M / month · 📦 87K · ⏱️ 22.12.2020):
```
 pip install scipy
```
Conda (📥 12M · ⏱️ 12.01.2021):
```
 conda install -c conda-forge scipy
```

SymPy (🥇36 · ⭐ 7.7K) - A computer algebra system written in pure Python. BSD-3

GitHub (👨‍💻 1K · 🔀 3.2K · 📥 410K · 📦 28K · 📋 11K - 35% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/sympy/sympy
```
PyPi (📥 530K / month · 📦 6.4K · ⏱️ 12.12.2020):
```
 pip install sympy
```
Conda (📥 1.2M · ⏱️ 08.01.2021):
```
 conda install -c conda-forge sympy
```

PyOD (🥇29 · ⭐ 4K · 📈) - A Python Toolbox for Scalable Outlier Detection (Anomaly Detection). BSD-2

GitHub (👨‍💻 22 · 🔀 840 · 📦 460 · 📋 180 - 55% open · ⏱️ 12.01.2021):
```
 git clone https://github.com/yzhao062/pyod
```
PyPi (📥 79K / month · 📦 6 · ⏱️ 12.01.2021):
```
 pip install pyod
```

Keras-Preprocessing (🥇29 · ⭐ 900) - Utilities for working with image data, text data, and.. MIT

GitHub (👨‍💻 48 · 🔀 390 · 📋 190 - 48% open · ⏱️ 11.12.2020):
```
 git clone https://github.com/keras-team/keras-preprocessing
```
PyPi (📥 3.5M / month · 📦 2.7K · ⏱️ 14.05.2020):
```
 pip install keras-preprocessing
```

Conda (📥 770K · ⏱️ 15.01.2021):

 conda install -c conda-forge keras-preprocessing

Cython BLIS (🥇28 · ⭐ 160) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3

GitHub (👨‍💻 9 · 🔀 22 · 📦 7.8K · 📋 21 - 28% open · ⏱️ 07.12.2020):
```
 git clone https://github.com/explosion/cython-blis
```
PyPi (📥 750K / month · 📦 390 · ⏱️ 07.12.2020):
```
 pip install blis
```

Conda (📥 390K · ⏱️ 07.12.2020):

 conda install -c conda-forge cython-blis

hdbscan (🥈27 · ⭐ 1.8K) - A high performance implementation of HDBSCAN clustering. BSD-3

GitHub (👨‍💻 64 · 🔀 330 · 📦 700 · 📋 360 - 59% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/scikit-learn-contrib/hdbscan
```
PyPi (📥 110K / month · 📦 120 · ⏱️ 19.03.2020):
```
 pip install hdbscan
```
Conda (📥 510K · ⏱️ 02.11.2020):
```
 conda install -c conda-forge hdbscan
```

pyopencl (🥈27 · ⭐ 760) - OpenCL integration for Python, plus shiny features. MIT

GitHub (👨‍💻 82 · 🔀 200 · 📦 440 · 📋 260 - 19% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/inducer/pyopencl
```
PyPi (📥 4.7K / month · 📦 240 · ⏱️ 20.11.2020):
```
 pip install pyopencl
```
Conda (📥 300K · ⏱️ 13.01.2021):
```
 conda install -c conda-forge pyopencl
```

Streamlit (🥈26 · ⭐ 13K) - Streamlit The fastest way to build data apps in Python. Apache-2

GitHub (👨‍💻 84 · 🔀 1K · 📦 49 · 📋 1.5K - 36% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/streamlit/streamlit
```
PyPi (📥 100K / month · 📦 34 · ⏱️ 07.01.2021):
```
 pip install streamlit
```

carla (🥈26 · ⭐ 5.5K) - Open-source simulator for autonomous driving research. MIT

GitHub (👨‍💻 120 · 🔀 1.6K · 📦 54 · 📋 2.9K - 9% open · ⏱️ 22.12.2020):
```
 git clone https://github.com/carla-simulator/carla
```
PyPi (📥 490 / month · 📦 2 · ⏱️ 28.04.2019):
```
 pip install carla
```

Datasette (🥈26 · ⭐ 4.5K) - An open source multi-tool for exploring and publishing data. Apache-2

GitHub (👨‍💻 42 · 🔀 240 · 📥 24 · 📦 340 · 📋 950 - 22% open · ⏱️ 14.01.2021):
```
 git clone https://github.com/simonw/datasette
```
PyPi (📥 4.2K / month · 📦 70 · ⏱️ 11.12.2020):
```
 pip install datasette
```

agate (🥈26 · ⭐ 1K · 💤) - A Python data analysis library that is optimized for humans instead of.. MIT

GitHub (👨‍💻 47 · 🔀 130 · 📦 480 · 📋 640 - 8% open · ⏱️ 01.04.2020):
```
 git clone https://github.com/wireservice/agate
```
PyPi (📥 150K / month · 📦 92 · ⏱️ 11.03.2018):
```
 pip install agate
```
Conda (📥 59K · ⏱️ 19.08.2018):
```
 conda install -c conda-forge agate
```

pyclustering (🥈26 · ⭐ 780) - pyclustring is a Python, C++ data mining library. BSD-3

GitHub (👨‍💻 26 · 🔀 180 · 📥 280 · 📦 170 · 📋 640 - 8% open · ⏱️ 03.12.2020):
```
 git clone https://github.com/annoviko/pyclustering
```
PyPi (📥 17K / month · 📦 36 · ⏱️ 25.11.2020):
```
 pip install pyclustering
```

Conda (📥 12K · ⏱️ 30.11.2020):

 conda install -c conda-forge pyclustering

Trax (🥈25 · ⭐ 5.6K) - Trax Deep Learning with Clear Code and Speed. Apache-2

GitHub (👨‍💻 56 · 🔀 520 · 📦 19 · 📋 150 - 35% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/google/trax
```
PyPi (📥 3.2K / month · ⏱️ 18.12.2020):
```
 pip install trax
```

DeepChem (🥈25 · ⭐ 2.7K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT

GitHub (👨‍💻 140 · 🔀 900 · 📦 35 · 📋 1.2K - 28% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/deepchem/deepchem
```
PyPi (📥 1.5K / month · 📦 4 · ⏱️ 16.01.2021):
```
 pip install deepchem
```

causalml (🥈25 · ⭐ 1.6K) - Uplift modeling and causal inference with machine learning.. Apache-2

GitHub (👨‍💻 22 · 🔀 240 · 📦 11 · 📋 150 - 13% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/uber/causalml
```
PyPi (📥 8.3K / month · ⏱️ 23.10.2020):
```
 pip install causalml
```

Pythran (🥈25 · ⭐ 1.5K) - Ahead of Time compiler for numeric kernels. BSD-3

GitHub (👨‍💻 47 · 🔀 130 · 📦 48 · 📋 640 - 15% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/serge-sans-paille/pythran
```
PyPi (📥 4.3K / month · 📦 13 · ⏱️ 11.12.2020):
```
 pip install pythran
```
Conda (📥 120K · ⏱️ 15.12.2020):
```
 conda install -c conda-forge pythran
```

TabPy (🥈24 · ⭐ 1K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT

GitHub (👨‍💻 38 · 🔀 370 · 📦 43 · 📋 250 - 3% open · ⏱️ 11.11.2020):
```
 git clone https://github.com/tableau/TabPy
```
PyPi (📥 1.8K / month · ⏱️ 11.11.2020):
```
 pip install tabpy
```

kmodes (🥈24 · ⭐ 800) - Python implementations of the k-modes and k-prototypes clustering.. MIT

GitHub (👨‍💻 16 · 🔀 340 · 📦 410 · 📋 120 - 15% open · ⏱️ 04.11.2020):
```
 git clone https://github.com/nicodv/kmodes
```
PyPi (📥 49K / month · 📦 13 · ⏱️ 25.02.2020):
```
 pip install kmodes
```

PennyLane (🥈24 · ⭐ 700) - PennyLane is a cross-platform Python library for differentiable.. Apache-2

GitHub (👨‍💻 39 · 🔀 210 · 📥 52 · 📋 270 - 18% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/PennyLaneAI/PennyLane
```
PyPi (📥 1.9K / month · 📦 20 · ⏱️ 27.11.2020):
```
 pip install pennylane
```

pyjanitor (🥈24 · ⭐ 620) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT

GitHub (👨‍💻 87 · 🔀 120 · 📦 72 · 📋 370 - 24% open · ⏱️ 31.12.2020):
```
 git clone https://github.com/ericmjl/pyjanitor
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 03.10.2020):
```
 pip install pyjanitor
```

Conda (📥 77K · ⏱️ 04.10.2020):

 conda install -c conda-forge pyjanitor

findspark (🥈24 · ⭐ 380 · 💤) - Find pyspark to make it importable. BSD-3

GitHub (👨‍💻 14 · 🔀 64 · 📦 1.5K · 📋 19 - 57% open · ⏱️ 08.06.2020):
```
 git clone https://github.com/minrk/findspark
```
PyPi (📥 530K / month · 📦 200 · ⏱️ 08.06.2020):
```
 pip install findspark
```

Conda (📥 480K · ⏱️ 06.07.2018):

 conda install -c conda-forge findspark

datalad (🥈24 · ⭐ 220) - Keep code, data, containers under control with git and git-annex. MIT

GitHub (👨‍💻 40 · 🔀 68 · 📋 2.9K - 24% open · ⏱️ 16.01.2021):
```
 git clone https://github.com/datalad/datalad
```
PyPi (📥 1.2K / month · 📦 26 · ⏱️ 14.12.2020):
```
 pip install datalad
```
Conda (📥 77K · ⏱️ 04.01.2021):
```
 conda install -c conda-forge datalad
```

PaddleHub (🥉23 · ⭐ 4.4K) - Awesome pre-trained models toolkit based on.. Apache-2

GitHub (👨‍💻 32 · 🔀 990 · 📥 430 · 📦 78 · 📋 640 - 41% open · ⏱️ 13.01.2021):
```
 git clone https://github.com/PaddlePaddle/PaddleHub
```
PyPi (📥 1.6K / month · ⏱️ 06.01.2021):
```
 pip install paddlehub
```

Gradio (🥉23 · ⭐ 1.9K · ➕) - Wrap UIs around any model, share with anyone. Apache-2

GitHub (👨‍💻 14 · 🔀 120 · 📦 59 · 📋 58 - 8% open · ⏱️ 23.12.2020):
```
 git clone https://github.com/gradio-app/gradio
```
PyPi (📥 1.5K / month · 📦 1 · ⏱️ 23.12.2020):
```
 pip install gradio
```

metric-learn (🥉23 · ⭐ 1.1K) - Metric learning algorithms in Python. MIT

GitHub (👨‍💻 19 · 🔀 200 · 📦 120 · 📋 160 - 30% open · ⏱️ 04.08.2020):
```
 git clone https://github.com/scikit-learn-contrib/metric-learn
```
PyPi (📥 15K / month · 📦 9 · ⏱️ 02.07.2020):
```
 pip install metric-learn
```

tensorly (🥉23 · ⭐ 950) - TensorLy: Tensor Learning in Python. BSD-2

GitHub (👨‍💻 38 · 🔀 190 · 📋 120 - 20% open · ⏱️ 03.01.2021):
```
 git clone https://github.com/tensorly/tensorly
```
PyPi (📥 2.5K / month · 📦 20 · ⏱️ 07.12.2020):
```
 pip install tensorly
```
Conda (📥 110K · ⏱️ 07.12.2020):
```
 conda install -c conda-forge tensorly
```

PySwarms (🥉23 · ⭐ 710) - A research toolkit for particle swarm optimization in Python. MIT

GitHub (👨‍💻 42 · 🔀 230 · 📦 87 · 📋 170 - 8% open · ⏱️ 03.01.2021):
```
 git clone https://github.com/ljvmiranda921/pyswarms
```
PyPi (📥 4.6K / month · ⏱️ 03.01.2021):
```
 pip install pyswarms
```

SUOD (🥉23 · ⭐ 230) - An Acceleration System for Large-scare Unsupervised Heterogeneous Outlier.. BSD-2

GitHub (👨‍💻 1 · 🔀 26 · 📦 240 · 📋 5 - 60% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/yzhao062/SUOD
```
PyPi (📥 78K / month · ⏱️ 15.01.2021):
```
 pip install suod
```

Mars (🥉22 · ⭐ 2K) - Mars is a tensor-based unified framework for large-scale data computation.. Apache-2

GitHub (👨‍💻 17 · 🔀 240 · 📦 3 · 📋 740 - 15% open · ⏱️ 17.01.2021):
```
 git clone https://github.com/mars-project/mars
```
PyPi (📥 3.1K / month · ⏱️ 17.01.2021):
```
 pip install pymars
```

cleanlab (🥉22 · ⭐ 1.4K) - The standard package for machine learning with noisy labels and finding.. MIT

GitHub (👨‍💻 5 · 🔀 150 · 📦 10 · 📋 51 - 31% open · ⏱️ 10.01.2021):
```
 git clone https://github.com/cgnorthcutt/cleanlab
```
PyPi (📥 2.6K / month · ⏱️ 17.02.2020):
```
 pip install cleanlab
```

pycm (🥉22 · ⭐ 1K) - Multi-class confusion matrix library in Python. MIT

GitHub (👨‍💻 14 · 🔀 92 · 📦 80 · 📋 160 - 7% open · ⏱️ 26.10.2020):
```
 git clone https://github.com/sepandhaghighi/pycm
```
PyPi (📥 2K / month · 📦 10 · ⏱️ 26.10.2020):
```
 pip install pycm
```

modAL (🥉22 · ⭐ 1K) - A modular active learning framework for Python. MIT

GitHub (👨‍💻 14 · 🔀 170 · 📥 2 · 📦 44 · 📋 93 - 46% open · ⏱️ 07.01.2021):
```
 git clone https://github.com/modAL-python/modAL
```
PyPi (📥 960 / month · 📦 8 · ⏱️ 07.01.2021):
```
 pip install modAL
```

Prince (🥉22 · ⭐ 550) - Python factor analysis library (PCA, CA, MCA, MFA, FAMD). MIT

GitHub (👨‍💻 9 · 🔀 110 · 📦 100 · 📋 89 - 28% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/MaxHalford/prince
```
PyPi (📥 3.9K / month · 📦 3 · ⏱️ 06.10.2020):
```
 pip install prince
```

AstroML (🥉21 · ⭐ 700) - Machine learning, statistics, and data mining for astronomy and.. BSD-2

GitHub (👨‍💻 29 · 🔀 250 · 📦 160 · 📋 130 - 37% open · ⏱️ 09.09.2020):
```
 git clone https://github.com/astroML/astroML
```
PyPi (📥 470 / month · 📦 29 · ⏱️ 23.03.2020):
```
 pip install astroML
```
Conda (📥 21K · ⏱️ 16.02.2020):
```
 conda install -c conda-forge astroml
```

BioPandas (🥉21 · ⭐ 320) - Working with molecular structures in pandas DataFrames. BSD-3

GitHub (👨‍💻 7 · 🔀 76 · 📦 47 · 📋 34 - 47% open · ⏱️ 01.01.2021):
```
 git clone https://github.com/rasbt/biopandas
```
PyPi (📥 200 / month · 📦 6 · ⏱️ 04.08.2020):
```
 pip install biopandas
```

Conda (📥 62K · ⏱️ 08.08.2020):

 conda install -c conda-forge biopandas

StreamAlert (🥉20 · ⭐ 2.4K) - StreamAlert is a serverless, realtime data analysis framework.. Apache-2

GitHub (👨‍💻 30 · 🔀 280 · 📋 340 - 26% open · ⏱️ 05.10.2020):
```
 git clone https://github.com/airbnb/streamalert
```

alibi-detect (🥉20 · ⭐ 520) - Algorithms for outlier and adversarial instance detection,.. Apache-2

GitHub (👨‍💻 7 · 🔀 53 · 📦 17 · 📋 71 - 42% open · ⏱️ 05.01.2021):
```
 git clone https://github.com/SeldonIO/alibi-detect
```
PyPi (📥 1K / month · 📦 1 · ⏱️ 08.10.2020):
```
 pip install alibi-detect
```

scikit-rebate (🥉20 · ⭐ 300) - A scikit-learn-compatible Python implementation of ReBATE, a.. MIT

GitHub (👨‍💻 13 · 🔀 55 · 📦 120 · 📋 32 - 46% open · ⏱️ 18.07.2020):
```
 git clone https://github.com/EpistasisLab/scikit-rebate
```
PyPi (📥 1.2K / month · 📦 31 · ⏱️ 18.07.2020):
```
 pip install skrebate
```

rrcf (🥉20 · ⭐ 280 · 💤) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT

GitHub (👨‍💻 4 · 🔀 65 · 📦 15 · 📋 33 - 48% open · ⏱️ 10.06.2020):
```
 git clone https://github.com/kLabUM/rrcf
```
PyPi (📥 2.1K / month · ⏱️ 10.06.2020):
```
 pip install rrcf
```

gplearn (🥉19 · ⭐ 900 · 💤) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3

GitHub (👨‍💻 10 · 🔀 150 · 📦 120 · 📋 140 - 19% open · ⏱️ 15.02.2020):
```
 git clone https://github.com/trevorstephens/gplearn
```
PyPi (📥 1K / month · 📦 7 · ⏱️ 01.06.2019):
```
 pip install gplearn
```

mlens (🥉19 · ⭐ 670 · 💤) - ML-Ensemble high performance ensemble learning. MIT

GitHub (👨‍💻 7 · 🔀 81 · 📦 99 · 📋 81 - 9% open · ⏱️ 25.02.2020):
```
 git clone https://github.com/flennerhag/mlens
```
PyPi (📥 1K / month · ⏱️ 30.10.2018):
```
 pip install mlens
```

baikal (🥉19 · ⭐ 570) - A graph-based functional API for building complex scikit-learn pipelines. BSD-3

GitHub (👨‍💻 1 · 🔀 28 · 📦 3 · 📋 15 - 26% open · ⏱️ 15.11.2020):
```
 git clone https://github.com/alegonz/baikal
```
PyPi (📥 31 / month · ⏱️ 15.11.2020):
```
 pip install baikal
```

Conda (📥 390K · ⏱️ 07.12.2020):

 conda install -c conda-forge cython-blis

Feature Engine (🥉19 · ⭐ 420) - Feature engineering package with sklearn like functionality. BSD-3

GitHub (👨‍💻 20 · 🔀 130 · 📋 98 - 27% open · ⏱️ 15.01.2021):
```
 git clone https://github.com/solegalli/feature_engine
```
PyPi (📥 13K / month · 📦 2 · ⏱️ 11.01.2021):
```
 pip install feature_engine
```

Conda (📥 1.2K · ⏱️ 11.01.2021):

 conda install -c conda-forge feature_engine

apricot (🥉18 · ⭐ 300) - apricot implements submodular optimization for the purpose of selecting.. MIT

GitHub (👨‍💻 2 · 🔀 29 · 📥 8 · 📦 12 · 📋 14 - 21% open · ⏱️ 30.09.2020):
```
 git clone https://github.com/jmschrei/apricot
```
PyPi (📥 410 / month · ⏱️ 28.09.2020):
```
 pip install apricot-select
```

River (🥉17 · ⭐ 1.3K) - Online machine learning in Python. BSD-3

GitHub (👨‍💻 57 · 🔀 160 · 📋 280 - 13% open · ⏱️ 06.01.2021):
```
 git clone https://github.com/online-ml/river
```

Show 7 hidden projects...

Autograd (🥇29 · ⭐ 5.1K · 💀) - Efficiently computes derivatives of numpy code. MIT
pysc2 (🥈24 · ⭐ 7.1K · 💀) - StarCraft II Learning Environment. Apache-2
minisom (🥉22 · ⭐ 760) - MiniSom is a minimalistic implementation of the Self Organizing.. ❗️CC-BY-3.0
impyute (🥉20 · ⭐ 260 · 💀) - Data imputations library to preprocess datasets with missing data. MIT
vecstack (🥉18 · ⭐ 570 · 💀) - Python package for stacking (machine learning technique). MIT
pandas-ml (🥉17 · ⭐ 260 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
traingenerator (🥉9 · ⭐ 870 · 🐣) - A web app to generate template code for machine learning. MIT

Related Resources

Papers With Code: Discover ML papers, code, and evaluation tables.
Sotabench: Discover & compare open-source ML models.
Google Dataset Search: Dataset search engine by Google.
Dataset List: List of the biggest ML datasets from across the web.
Awesome Public Datasets: A topic-centric list of open datasets.
Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
best-of-python-dev: A ranked list of awesome python developer tools and libraries.
best-of-web-python: A ranked list of awesome python libraries for web development.

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Best-of Machine Learning with Python

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