Data#
Books#
Classics#
An Introduction to Statistical Learning by Gareth James, Trevor Hastie, Daniela Witten and Robert Tibshirani
The Elements of Statistical Learning by Trevor Hastie, Robert Tibshirani and Jerome Friedman
R for Data Science by Hadley Wickham and Garrett Grolemund
Deep Learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville
Pattern Recognition and Machine Learning by Christopher M. Bishop
Personal Favourites#
mlcourse.ai by Yury Kashnitsky
Popular#
Python Data Science Handbook by Jake VanderPlas
Learning From Data - A Short Course by Yaser S. Abu-Mostafa, Malik Magdon-Ismail and Hsuan-Tien Lin
Math Lovers Unite!#
Mathematics for Machine Learning by Marc Peter Deisenroth, A. Aldo Faisal and Cheng Soon Ong
Algebra, Topology, Differential Calculus, and Optimization Theory For Computer Science and Machine Learning by Jean Gallier and Jocelyn Quaintance
Convex Optimization by Stephen Boyd and Lieven Vandenberghe
Computer Vision Enthusiasts Unite!#
Multiple View Geometry in Computer Vision by Richard Hartley and Andrew Zisserman