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

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

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Lists

The Elements of Statistical Learning by Trevor Hastie

The Visual Display of Quantitative Information by Edward R. Tufte

An Introduction to Statistical Learning by Gareth James

Data Science - Learning About Data

133 books — 121 voters

Introduction to Quantum Mechanics by David J. Griffiths

Modern Quantum Mechanics by J.J. Sakurai

Options, Futures and Other Derivatives by John C. Hull

Classical Mechanics by Charles P. Poole Jr.

Mathematics Part II (University of Cambridge)

174 books — 12 voters

Machine Learning Mathematics by Samuel Hack

Must Read AI Books

16 books — 25 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

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

Machine Learning

102 books — 112 voters

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Quotes Tagged “Machine Learning”

“ We have created entities complex enough that the question of their inner life becomes impossible to avoid. We are all philosophers now, whether we want to be or not. ”
― Kristina Sekrst

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