Machine Learning
Books, websites and reference material for machine learning practitioners.
Free Books
- Mathematics for Machine Learning basic mathematical toolbox for machine learning practitioners
- Probabilistic Machine Learning: An Introduction newest book by Kevin Murphy covering basic topics in ML
- Understanding Machine Learning: From Theory to Algorithms perhaps the best book for getting to know statistical learning theory
- Probabilistic Machine Learning: Advanced Topics continuation of Kevin Murphy's first book, with some further more advanced developments in the field.
Websites
- http://web.cs.ucla.edu/~guyvdb/slides/ECAI20.pdf beautiful slides about probabilistic circuits, best place to start understanding them.