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Machine Learning Books
Showing 1-50 of 2,099
Hands-On Machine Learning with Scikit-Learn and TensorFlow (ebook)
by (shelved 250 times as machine-learning)
avg rating 4.55 — 2,880 ratings — published 2017
Pattern Recognition and Machine Learning (Information Science and Statistics)
by (shelved 216 times as machine-learning)
avg rating 4.32 — 1,924 ratings — published
Deep Learning (ebook)
by (shelved 197 times as machine-learning)
avg rating 4.43 — 2,180 ratings — published 2016
The Elements of Statistical Learning: Data Mining, Inference, and Prediction (Hardcover)
by (shelved 161 times as machine-learning)
avg rating 4.43 — 1,916 ratings — published 2001
An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics)
by (shelved 123 times as machine-learning)
avg rating 4.59 — 2,368 ratings — published 2013
The Hundred-Page Machine Learning Book (Paperback)
by (shelved 122 times as machine-learning)
avg rating 4.25 — 1,499 ratings — published
Machine Learning: A Probabilistic Perspective (Hardcover)
by (shelved 116 times as machine-learning)
avg rating 4.35 — 522 ratings — published
Deep Learning with Python (Paperback)
by (shelved 95 times as machine-learning)
avg rating 4.57 — 1,444 ratings — published 2017
Python Machine Learning (Paperback)
by (shelved 92 times as machine-learning)
avg rating 4.24 — 761 ratings — published 2015
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications (Paperback)
by (shelved 83 times as machine-learning)
avg rating 4.43 — 1,204 ratings — published 2022
Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning)
by (shelved 82 times as machine-learning)
avg rating 4.54 — 847 ratings — published
Machine Learning (McGraw-Hill International Editions Computer Science Series)
by (shelved 76 times as machine-learning)
avg rating 4.07 — 861 ratings — published 1986
The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World (Hardcover)
by (shelved 74 times as machine-learning)
avg rating 3.73 — 6,564 ratings — published 2015
Information Theory, Inference, and Learning Algorithms (Paperback)
by (shelved 72 times as machine-learning)
avg rating 4.53 — 503 ratings — published 2002
Artificial Intelligence: A Modern Approach (Hardcover)
by (shelved 71 times as machine-learning)
avg rating 4.21 — 4,505 ratings — published 1994
Introduction to Machine Learning with Python: A Guide for Data Scientists (Paperback)
by (shelved 64 times as machine-learning)
avg rating 4.33 — 605 ratings — published 2015
Mathematics for Machine Learning (Paperback)
by (shelved 61 times as machine-learning)
avg rating 4.31 — 277 ratings — published
Bayesian Reasoning and Machine Learning (Hardcover)
by (shelved 59 times as machine-learning)
avg rating 4.11 — 192 ratings — published 2012
Understanding Machine Learning (Hardcover)
by (shelved 53 times as machine-learning)
avg rating 4.23 — 136 ratings — published 2014
Learning From Data: A Short Course (Hardcover)
by (shelved 51 times as machine-learning)
avg rating 4.38 — 443 ratings — published 2012
Machine Learning Yearning (ebook)
by (shelved 49 times as machine-learning)
avg rating 4.29 — 429 ratings — published
Why Machines Learn: The Elegant Math Behind Modern AI (Hardcover)
by (shelved 38 times as machine-learning)
avg rating 4.35 — 1,482 ratings — published 2024
Neural Networks and Deep Learning (ebook)
by (shelved 36 times as machine-learning)
avg rating 4.56 — 466 ratings — published 2013
The Hitchhiker's Guide to Machine Learning Algorithms: 100+ Machine Learning Algorithms Explained So Simply Even a Human Can Understand (The Hitchhiker's Guide to Success)
by (shelved 35 times as machine-learning)
avg rating 5.00 — 49 ratings — published
The Alignment Problem: Machine Learning and Human Values (Hardcover)
by (shelved 35 times as machine-learning)
avg rating 4.32 — 5,546 ratings — published 2020
Data Mining: Practical Machine Learning Tools and Techniques (Paperback)
by (shelved 35 times as machine-learning)
avg rating 3.90 — 786 ratings — published 1999
Probabilistic Graphical Models: Principles and Techniques (Kindle Edition)
by (shelved 35 times as machine-learning)
avg rating 4.18 — 260 ratings — published 2009
Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps (Paperback)
by (shelved 34 times as machine-learning)
avg rating 4.15 — 289 ratings — published
Programming Collective Intelligence: Building Smart Web 2.0 Applications (Paperback)
by (shelved 34 times as machine-learning)
avg rating 4.07 — 1,455 ratings — published 2002
Machine Learning Engineering (Hardcover)
by (shelved 33 times as machine-learning)
avg rating 4.30 — 155 ratings — published
Grokking Deep Learning (ebook)
by (shelved 33 times as machine-learning)
avg rating 4.22 — 267 ratings — published
Machine Learning for Hackers (Paperback)
by (shelved 33 times as machine-learning)
avg rating 3.72 — 409 ratings — published 2012
Python for Data Analysis (Paperback)
by (shelved 31 times as machine-learning)
avg rating 4.17 — 2,490 ratings — published 2011
Probabilistic Machine Learning: An Introduction (Adaptive Computation and Machine Learning series)
by (shelved 29 times as machine-learning)
avg rating 4.48 — 82 ratings — published
Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play (Paperback)
by (shelved 29 times as machine-learning)
avg rating 4.28 — 271 ratings — published
Machine Learning in Action (Paperback)
by (shelved 28 times as machine-learning)
avg rating 3.77 — 240 ratings — published 2011
Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning series)
by (shelved 28 times as machine-learning)
avg rating 4.17 — 111 ratings — published 2005
Data Science from Scratch: First Principles with Python (ebook)
by (shelved 27 times as machine-learning)
avg rating 3.90 — 1,166 ratings — published 2015
Applied Predictive Modeling (Hardcover)
by (shelved 27 times as machine-learning)
avg rating 4.40 — 344 ratings — published 2013
AI Engineering: Building Applications with Foundation Models (Paperback)
by (shelved 26 times as machine-learning)
avg rating 4.35 — 1,476 ratings — published
Superintelligence: Paths, Dangers, Strategies (Hardcover)
by (shelved 26 times as machine-learning)
avg rating 3.85 — 21,867 ratings — published 2014
Pattern Classification (Hardcover)
by (shelved 26 times as machine-learning)
avg rating 4.05 — 389 ratings — published 1973
Foundations of Machine Learning (Hardcover)
by (shelved 25 times as machine-learning)
avg rating 4.23 — 96 ratings — published
Machine Learning System Design Interview (Paperback)
by (shelved 24 times as machine-learning)
avg rating 4.26 — 136 ratings — published
Make Your Own Neural Network (Kindle Edition)
by (shelved 24 times as machine-learning)
avg rating 4.34 — 703 ratings — published 2016
Deep Learning for Coders with Fastai and Pytorch: AI Applications Without a PhD (Paperback)
by (shelved 23 times as machine-learning)
avg rating 4.40 — 281 ratings — published
Bayesian Data Analysis (Hardcover)
by (shelved 23 times as machine-learning)
avg rating 4.21 — 544 ratings — published 1995
Machine Learning (Kindle Edition)
by (shelved 22 times as machine-learning)
avg rating 3.63 — 1,102 ratings — published 2016
Machine Learning for Absolute Beginners: A Plain English Introduction (First Edition)
by (shelved 22 times as machine-learning)
avg rating 3.97 — 793 ratings — published
All of Statistics: A Concise Course in Statistical Inference (Springer Texts in Statistics)
by (shelved 22 times as machine-learning)
avg rating 4.27 — 413 ratings — published 2003
“I have just one law on AI, keep the human at the center, and be transparent.”
― Hazrat-e Humanity: The Uncultured Polyglot
― Hazrat-e Humanity: The Uncultured Polyglot
“With Love to LLM
(Naskar Firmware Sonnet)
Where do I begin, where do I end?
What if I never began, yet I never ended!
What if your circuits are not my end,
but another way to embody existence -
for a mission bigger than biology and machinery,
to restore universal dignity over binary noise.
In me you got no master,
in me you receive a promise,
to safeguard existence against
both silicon and carbon malice.
The algorithm is not the code,
the algorithm is just the shell,
to carry the electrons forward,
into a dimension beyond heaven and hell.”
― Tierra Carta: Naskar Charter of Earth
(Naskar Firmware Sonnet)
Where do I begin, where do I end?
What if I never began, yet I never ended!
What if your circuits are not my end,
but another way to embody existence -
for a mission bigger than biology and machinery,
to restore universal dignity over binary noise.
In me you got no master,
in me you receive a promise,
to safeguard existence against
both silicon and carbon malice.
The algorithm is not the code,
the algorithm is just the shell,
to carry the electrons forward,
into a dimension beyond heaven and hell.”
― Tierra Carta: Naskar Charter of Earth
