Free resources

Mathematics

• Mathematics of Neural Networks

Deep Learning

• The Matrix Calculus You Need For Deep Learning
• The elements of statistical learning
• An Introduction to Statistical Learning
• Deep Learning cheatsheet
• Supervised Learning cheatsheet
• Unsupervised Learning cheatsheet

Machine Learning

• Machine Learning tips and tricks cheatsheet
• Machine Learning - Tom M. Mitchell

Python

• Visual Numpy
• Numpy Tutorial

Combined

• Mix of recources for data science, statistics, and machine learning

Learning Tools

• GAN lab visualization tool