Adaptive Computation and Machine Learning series
Han Bao and Others
Series • 18 Books • Computing & Internet
Introduction to Machine Learning, fourth edition
Ethem Alpaydin
Deep Learning
Ian Goodfellow, Yoshua Bengio & Aaron Courville
Foundations of Machine Learning, second edition
Mehryar Mohri, Afshin Rostamizadeh & Ameet Talwalkar
Learning Theory from First Principles
Francis Bach
Veridical Data Science
Bin Yu & Rebecca L. Barter
Foundations of Computer Vision
Antonio Torralba, Phillip Isola & William T. Freeman
Fairness and Machine Learning
Solon Barocas, Moritz Hardt & Arvind Narayanan
Probabilistic Machine Learning
Kevin P. Murphy
Introduction to Online Convex Optimization, second edition
Elad Hazan
Machine Learning from Weak Supervision
Masashi Sugiyama, Han Bao, Takashi Ishida, Nan Lu & Tomoya Sakai