Resources
Free Books
- Understanding Machine Learning: From Theory to Algorithms
- The Elements of Statistical Learning
- An Introduction to Statistical Learning
- A Course in Machine Learning
- Reinforcement Learning: An Introduction
- Convex Optimization
- Bayesian Reasoning and Machine Learning
- Mathematics for Machine Learning
- Vector Calculus
- Pattern Recognition and Machine Learning
MOOCs and Video Lectures
- Machine Learning
- Mathematics for Machine Learning Specialization
- Applied Data Science with Python Specialization
- Machine Learning for All