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ai-edu

AI education materials for Chinese students, teachers and IT professionals.

air-quality-prediction_convlstm

We propose to continuously predict the whole $station \times feature$ map in the next 1 to 48 hours with a convolutional LSTM (ConvLSTM, long short-term memory), which replaces the fully connected network in the classical LSTM with convolutional operations.

air_pollutants_prediction_lstm

This is a project for predicting air pollutants in London by time series model, including lstm, bilstm, Convlstm, attention lstm, lightGBM and ARIMA

airqualityprediction

This project has applied some Machine Learning techniques to analyse and predict the Air Quality in Beijing.

awesome-earthobservation-code

A curated list of awesome tools, tutorials, code, projects, links, stuff about Earth Observation, Geospatial Satellite Imagery

coding-interview-university

A complete computer science study plan to become a software engineer.

complete-python-3-bootcamp

Course Files for Complete Python 3 Bootcamp Course on Udemy

convlstm

Machine learning lessons and teaching projects designed for engineers

cookbook-2nd-code

Code of the IPython Cookbook, Second Edition, by Cyrille Rossant, Packt Publishing 2018 [read-only repository]

coursera-deep-learning-specialization

Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv) Convolutional Neural Networks; (v) Sequence Models

cryptocurrency-price-prediction

Cryptocurrency Price Prediction Using LSTM neural network

datasets

Machine learning datasets used in tutorials on MachineLearningMastery.com

deep-learning-with-python-notebooks

Jupyter notebooks for the code samples of the book "Deep Learning with Python"

deep_learning_timeseries_data

The thesis work of Big Data Analytics program with codes

horizon-48-hour

Jupyter notebook implementing time series forecasting of energy consumption data with different methods.

keras-io

Keras documentation, hosted live at keras.io

lstm-wind-speed-forecasting

LSTM to predict wind speed

mit-15-003-data-science-tools

Study guides for MIT's 15.003 Data Science Tools

multivariate-lstm

ocha-humanitarian-icons-for-gis

The OCHA Humanitarian Icons for use in ArcGIS and QGIS

python-cheatsheet

Comprehensive Python Cheatsheet

python_for_microscopists

https://www.youtube.com/channel/UC34rW-HtPJulxr5wp2Xa04w?sub_confirmation=1

random-forest-projects

Machine Learning Experiments and Work

satellite-image-deep-learning

Resources for deep learning with satellite & aerial imagery

stanford-cs-229-machine-learning

VIP cheatsheets for Stanford's CS 229 Machine Learning

stock-market-forecasting

vilnius-weather-lstm

Repository for the analysis of Vilnius weather using tensorflow

xgb_bitcoin_forecasting

Bitcoin Forecasting using VAR, XGBoost, and Facebook Prophet