2026 Reading Challenge
Genres

Machine Learning

Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of statistical algorithms that can learn from data and generalize to unseen data, and thus perform tasks without explicit instructions.

Machine Learning Books

Hands-On Machine Learning with Scikit-Learn and TensorFlow
Pattern Recognition and Machine Learning (Information Science and Statistics)
Deep Learning
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics)
Machine Learning: A Probabilistic Perspective
The Hundred-Page Machine Learning Book
Deep Learning with Python
Python Machine Learning
Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning)
Machine Learning (McGraw-Hill International Editions Computer Science Series)
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World
Information Theory, Inference, and Learning Algorithms
Artificial Intelligence: A Modern Approach
More machine learning books...

Lists

The Signal and the Noise by Nate SilverThe Elements of Statistical Learning by Trevor HastieMoneyball by Michael LewisThe Visual Display of Quantitative Information by Edward R. TufteAn Introduction to Statistical Learning by Gareth James
Data Science - Learning About Data
133 books — 121 voters
Mathematics for Machine Learning by Marc Peter DeisenrothThe Elements of Statistical Learning by Trevor HastieDeep Learning by Ian GoodfellowInformation Theory, Inference, and Learning Algorithms by David J.C. MacKayPattern Recognition and Machine Learning by Christopher M. Bishop
Mathematics for Machine Learning
120 books — 13 voters

Gödel, Escher, Bach by Douglas R. HofstadterThe Human Use of Human Beings by Norbert WienerA Thousand Brains by Jeff HawkinsRange by David EpsteinAlgorithms to Live By by Brian Christian
Books on (machine) learning - how we and computers learn and 'think'
21 books — 5 voters
Abstract Algebra by David S. DummitLinear Algebra Done Right by Sheldon AxlerPrinciples of Mathematical Analysis by Walter RudinReal and Complex Analysis by Walter RudinThe Princeton Companion to Mathematics by Timothy Gowers
Mathematics · Computer Science · Statistical Science · Machine Learning
143 books — 30 voters

At the Interface of Algebra and Statistics by Tai-Danae BradleyMathematics for Human Flourishing by Francis SuQuantum Computation and Quantum Information by Michael A. NielsenCategories for the Working Mathematician by Saunders Mac LaneCategory Theory in Context by Emily Riehl
At the Interface of Algebra and Statistics: Quantum Physics, Machine Learning, and Category Theory
23 books — 5 voters
Reinforcement Learning by Richard S. SuttonInformation Theory, Inference, and Learning Algorithms by David J.C. MacKayPattern Recognition and Machine Learning by Christopher M. BishopFoundations of Machine Learning by Mehryar MohriHandbook of Practical Logic and Automated Reasoning by John E. Harrison
Machine Learning Year 3 (MCSL)
32 books — 9 voters

Quotes Tagged “Machine Learning”

Raheel Farooq
“ AI is to be told what to do, not asked. ”
― Raheel Farooq
0 likes

A.R. Merrydew
“ Mastering the technology to create effigies of our ourselves, will be our downfall. ”
― A.R. Merrydew
100 likes

More quotes...

Videos Tagged “Machine Learning”

Gangs of Social Media
Gangs of Social Media
Data Science in 2016: Moving up
Data Science in 2016: Moving up
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Groups Tagged "Machine Learning"

This is a group for students of the MS in Analytics Gatech program. This space is for sharing an…more
1 member, last active 8 years ago
BookWorms This group is for anyone who loves to read different genres. Every month we have book of the mon…more
10 members, last active 3 years ago
Machine Learning Book Club Welcome! Enrolled in Machine Learning, or at least interested in the future of artificial intell…more
46 members, last active 9 years ago
Artificial Intelligence Books "Artificial Intelligence Books" is a group dedicated to all individuals who have a passion for e…more
25 members, last active 2 years ago