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2014

Official content for the Fall 2014 Harvard CS109 Data Science course

acloudguru-dynamodb

aCloudGURU DynamoDB Course

aif360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

alchemyapi_python

A sdk for AlchemyAPI using Python

awesome-bigdata

A curated list of awesome big data frameworks, ressources and other awesomeness.

benchm-ml

A minimal benchmark for scalability, speed and accuracy of commonly used open source implementations (R packages, Python scikit-learn, H2O, xgboost, Spark MLlib etc.) of the top machine learning algorithms for binary classification (random forests, gradient boosted trees, deep neural networks etc.).

cortana-data-science-example-python

Python code for the Microsoft Cortana Analytics Conference data science tutorial.

cs231n.github.io

Public facing notes page

datasharing

The Leek group guide to data sharing

deck.gl

A WebGL overlay suite

dsnd_term2

Contains files related to content and project of DSND Term 2

facerec

Implements face recognition algorithms for MATLAB/GNU Octave and Python.

fernandes_miguel

ffdl

Fabric for Deep Learning (FfDL, pronounced fiddle) is a Deep Learning Platform offering TensorFlow, Caffe, PyTorch etc. as a Service on Kubernetes

graphify

Graphify is a Neo4j unmanaged extension used for document and text classification using graph-based hierarchical pattern recognition.

h2o-3

Fast Scalable Machine Learning API For Smarter Applications (Deep Learning, GBM, GLM...)

iir

Machine Learning / Natural Language Processing / Information Retrieval

ijulia.jl

Julia kernel and magics for IPython

imbalanced-learn

Python module to perform under sampling and over sampling with various techniques.

improved-gan

code for the paper "Improved Techniques for Training GANs"

incubator-airflow

Apache Airflow (Incubating)

java8-tutorial

Modern Java - A Guide to Java 8

kaggle

New repository

mitie

MITIE: library and tools for information extraction

mxnet

Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more

nltk-trainer

Train NLTK objects with zero code

notebooks

Some sample IPython notebooks for scikit-learn

nupic

Numenta Platform for Intelligent Computing: a brain-inspired machine intelligence platform, and biologically accurate neural network based on cortical learning algorithms.

orchestra

Orchestra is a system for orchestrating project teams of experts and machines.

pandas-cookbook

Recipes for using Python's pandas library