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.

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)
The Hundred-Page Machine Learning Book
Machine Learning: A Probabilistic Perspective
Deep Learning with Python
Python Machine Learning
Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning)
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
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
AI Doctor by Ronald M. RazmiThe Alignment Problem by Brian  ChristianThe Age of AI and Our Human Future by Henry KissingerThe Book of Why by Judea PearlUnmasking AI by Joy Buolamwini
The Future of Human and Machine
180 books — 106 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

The Author's AI Toolkit by Hank QuenseMachine Learning by Samuel HackZero Point Emotion by Elias VossMachine Learning Mathematics by Samuel HackWho's Afraid of AI? by Thomas Ramge
Must Read AI Books
16 books — 25 voters
Statistical Rethinking by Richard McElreathProbability by Geoffrey R. GrimmettIntroduction to Probability by Joseph K. BlitzsteinFirst Course in Probability, A by Sheldon M. RossTime Series by Robert H. Shumway
Statistical Science Year 1 (MCSL)
12 books — 11 voters

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

Abhijit Naskar
Intelligence without perspective enhances machines while reducing mind to afterthought.
Abhijit Naskar, Hazrat-e Humanity: The Uncultured Polyglot

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