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 Alignment Problem by Brian Christian

The Age of AI and Our Human Future by Henry Kissinger

The Future of Human and Machine

194 books — 120 voters

Reinforcement Learning by Richard S. Sutton

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

Pattern Recognition and Machine Learning by Christopher M. Bishop

Foundations of Machine Learning by Mehryar Mohri

Handbook of Practical Logic and Automated Reasoning by John E. Harrison

Machine Learning Year 3 (MCSL)

32 books — 9 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

The Handbook of Computational Linguistics and Natural Languag... by Alexander Clark

Springer Handbook of Robotics by Bruno Siciliano

Machine Learning Year 4 (MCSL)

13 books — 8 voters

Foundations of Data Science by Avrim Blum

Stochastic Differential Equations by Bernt Øksendal

Algebraic Geometry and Statistical Learning Theory by Sumio Watanabe

Probability on Trees and Networks by Russell Lyons

Statistical Science Year 4 (MCSL)

20 books — 9 voters

The Elements of Statistical Learning by Trevor Hastie

Machine Learning

107 books — 113 voters

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Quotes Tagged “Machine Learning”

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

99 likes

“ It's fine to be "anti-AI bubble," but it's pretty silly to be "anti-statistical analysis" and "anti-machine learning" and "anti-automated inference." Long after the bubble is gone, many of these tools will recede to the status of boring utilities, nurtured by open-source weirdos and a few ambitious startups. ...more ”
― Cory Doctorow

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