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)

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

Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications

Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning)

Machine Learning (McGraw-Hill International Editions Computer Science Series)

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

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Lists

The Singularity is Coming by Tony Thorne

The next big thing in tech

38 books — 34 voters

Mathematics for Machine Learning by Marc Peter Deisenroth

The Elements of Statistical Learning by Trevor Hastie

Information Theory, Inference, and Learning Algorithms by David J.C. MacKay

Pattern Recognition and Machine Learning by Christopher M. Bishop

Mathematics for Machine Learning

120 books — 13 voters

Gödel, Escher, Bach by Douglas R. Hofstadter

The Human Use of Human Beings by Norbert Wiener

Algorithms to Live By by Brian Christian

Books on (machine) learning - how we and computers learn and 'think'

21 books — 5 voters

Structure and Interpretation of Computer Programs by Harold Abelson

Introduction to the Theory of Computation by Michael Sipser

Learn You a Haskell for Great Good! by Miran Lipovača

The Little Schemer by Daniel P. Friedman

Functional Programming in Scala by Rúnar Bjarnason

Computer Science Year 3 (MCSL)

56 books — 9 voters

Computational Complexity by Sanjeev Arora

Types and Programming Languages by Benjamin C. Pierce

The C Programming Language by Brian W. Kernighan

The Art of Computer Programming, Volume 1 by Donald Ervin Knuth

The Art of Computer Programming, Volume 2 by Donald Ervin Knuth

Computer Science Year 4 (MCSL)

25 books — 10 voters

Introduction to Algorithms by Thomas H. Cormen

An Introduction to Statistical Learning by Gareth James

Great Principles of Computing by Peter J. Denning

Computer Science, Machine Learning and Data Science

47 books — 94 voters

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Quotes Tagged “Machine Learning”

“ AI is acceptable as a tool in hands, but never as substitute for the hands. ”
― Abhijit Naskar, Hazrat-e Humanity: The Uncultured Polyglot

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“ Mother-infant inter-brain synchrony algorithms of compassionate artificial intelligence and social robots are developed based on brain-to-brain synchrony of gaze, facial expressions and heart rhythms between mother and child. ”
― Amit Ray, Compassionate Artificial Intelligence

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