Resources

• Book: Mathematics for Machine Learning
• https://github.com/microsoft/Data-Science-For-Beginners
• https://github.com/microsoft/ML-For-Beginners
• https://jakevdp.github.io/PythonDataScienceHandbook/
• Machine learning course by Professor Sanjoy Dasgupta (on edX)
• https://zachcharles.com/files/thesis.pdf

Datasets

• UCI Machine Learning Datasets
• Eurostat datasets
• Kaggle notebooks and datasets
• AWS Open datasets

Machine learning in materials science

• Recent advances and applications of machine learning in solid-state materials science
• Machine Learning Energies of 2 Million Elpasolite Crystals
• From DFT to machine learning: recent approaches to materials science–a review

Federated learning

• Introduction to federated learning
• https://github.com/google-research/federated