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86 books
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78 voters
Machine Learning Books
Showing 1-50 of 1,903
Hands-On Machine Learning with Scikit-Learn and TensorFlow (ebook)
by (shelved 246 times as machine-learning)
avg rating 4.55 — 2,814 ratings — published 2017
Pattern Recognition and Machine Learning (Information Science and Statistics)
by (shelved 217 times as machine-learning)
avg rating 4.33 — 1,909 ratings — published
Deep Learning (ebook)
by (shelved 195 times as machine-learning)
avg rating 4.43 — 2,132 ratings — published 2016
The Elements of Statistical Learning: Data Mining, Inference, and Prediction (Hardcover)
by (shelved 157 times as machine-learning)
avg rating 4.43 — 1,891 ratings — published 2001
An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics)
by (shelved 120 times as machine-learning)
avg rating 4.59 — 2,340 ratings — published 2013
The Hundred-Page Machine Learning Book (Paperback)
by (shelved 118 times as machine-learning)
avg rating 4.25 — 1,449 ratings — published
Machine Learning: A Probabilistic Perspective (Hardcover)
by (shelved 117 times as machine-learning)
avg rating 4.34 — 521 ratings — published
Deep Learning with Python (Paperback)
by (shelved 93 times as machine-learning)
avg rating 4.57 — 1,413 ratings — published 2017
Python Machine Learning (Paperback)
by (shelved 93 times as machine-learning)
avg rating 4.24 — 758 ratings — published 2015
Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning)
by (shelved 78 times as machine-learning)
avg rating 4.54 — 823 ratings — published
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications (Paperback)
by (shelved 77 times as machine-learning)
avg rating 4.45 — 1,058 ratings — published 2022
Machine Learning (McGraw-Hill International Editions Computer Science Series)
by (shelved 77 times as machine-learning)
avg rating 4.07 — 859 ratings — published 1986
The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World (Hardcover)
by (shelved 73 times as machine-learning)
avg rating 3.73 — 6,472 ratings — published 2015
Information Theory, Inference, and Learning Algorithms (Paperback)
by (shelved 71 times as machine-learning)
avg rating 4.52 — 492 ratings — published 2002
Artificial Intelligence: A Modern Approach (Hardcover)
by (shelved 69 times as machine-learning)
avg rating 4.21 — 4,466 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 — 599 ratings — published 2015
Mathematics for Machine Learning: 1st Edition (Kindle Edition)
by (shelved 61 times as machine-learning)
avg rating 4.33 — 254 ratings — published
Bayesian Reasoning and Machine Learning (Hardcover)
by (shelved 59 times as machine-learning)
avg rating 4.11 — 193 ratings — published 2012
Understanding Machine Learning (Hardcover)
by (shelved 52 times as machine-learning)
avg rating 4.21 — 134 ratings — published 2014
Learning From Data: A Short Course (Hardcover)
by (shelved 51 times as machine-learning)
avg rating 4.39 — 440 ratings — published 2012
Machine Learning Yearning (ebook)
by (shelved 49 times as machine-learning)
avg rating 4.29 — 426 ratings — published
Data Mining: Practical Machine Learning Tools and Techniques (Paperback)
by (shelved 36 times as machine-learning)
avg rating 3.90 — 783 ratings — published 1999
Neural Networks and Deep Learning (ebook)
by (shelved 36 times as machine-learning)
avg rating 4.58 — 457 ratings — published 2013
Probabilistic Graphical Models: Principles and Techniques (Kindle Edition)
by (shelved 36 times as machine-learning)
avg rating 4.18 — 258 ratings — published 2009
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
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 — 288 ratings — published
The Alignment Problem: Machine Learning and Human Values (Hardcover)
by (shelved 34 times as machine-learning)
avg rating 4.34 — 4,987 ratings — published 2020
Machine Learning Engineering (Hardcover)
by (shelved 33 times as machine-learning)
avg rating 4.32 — 150 ratings — published
Machine Learning for Hackers (Paperback)
by (shelved 33 times as machine-learning)
avg rating 3.72 — 408 ratings — published 2012
Programming Collective Intelligence: Building Smart Web 2.0 Applications (Paperback)
by (shelved 33 times as machine-learning)
avg rating 4.08 — 1,461 ratings — published 2002
Why Machines Learn: The Elegant Math Behind Modern AI (Hardcover)
by (shelved 32 times as machine-learning)
avg rating 4.38 — 1,101 ratings — published 2024
Grokking Deep Learning (ebook)
by (shelved 32 times as machine-learning)
avg rating 4.23 — 261 ratings — published
Probabilistic Machine Learning: An Introduction (Adaptive Computation and Machine Learning series)
by (shelved 30 times as machine-learning)
avg rating 4.47 — 74 ratings — published
Python for Data Analysis (Paperback)
by (shelved 30 times as machine-learning)
avg rating 4.17 — 2,456 ratings — published 2011
Machine Learning in Action (Paperback)
by (shelved 29 times as machine-learning)
avg rating 3.77 — 239 ratings — published 2011
Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play (Paperback)
by (shelved 28 times as machine-learning)
avg rating 4.30 — 262 ratings — published
Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning series)
by (shelved 28 times as machine-learning)
avg rating 4.16 — 110 ratings — published 2005
Data Science from Scratch: First Principles with Python (ebook)
by (shelved 27 times as machine-learning)
avg rating 3.90 — 1,151 ratings — published 2015
Applied Predictive Modeling (Hardcover)
by (shelved 27 times as machine-learning)
avg rating 4.40 — 344 ratings — published 2013
Pattern Classification (Hardcover)
by (shelved 27 times as machine-learning)
avg rating 4.05 — 389 ratings — published 1973
Superintelligence: Paths, Dangers, Strategies (Hardcover)
by (shelved 26 times as machine-learning)
avg rating 3.85 — 21,126 ratings — published 2014
Deep Learning for Coders with Fastai and Pytorch: AI Applications Without a PhD (Paperback)
by (shelved 24 times as machine-learning)
avg rating 4.41 — 270 ratings — published
Make Your Own Neural Network (Kindle Edition)
by (shelved 24 times as machine-learning)
avg rating 4.34 — 704 ratings — published 2016
Foundations of Machine Learning (Hardcover)
by (shelved 24 times as machine-learning)
avg rating 4.22 — 95 ratings — published
Bayesian Data Analysis (Hardcover)
by (shelved 23 times as machine-learning)
avg rating 4.21 — 540 ratings — published 1995
Mining of Massive Datasets (Hardcover)
by (shelved 23 times as machine-learning)
avg rating 4.34 — 251 ratings — published 2011
Machine Learning (Kindle Edition)
by (shelved 22 times as machine-learning)
avg rating 3.62 — 1,083 ratings — published 2016
Machine Learning for Absolute Beginners: A Plain English Introduction (First Edition)
by (shelved 22 times as machine-learning)
avg rating 3.96 — 786 ratings — published
All of Statistics: A Concise Course in Statistical Inference (Springer Texts in Statistics)
by (shelved 22 times as machine-learning)
avg rating 4.26 — 405 ratings — published 2003
AI Engineering: Building Applications with Foundation Models (Paperback)
by (shelved 21 times as machine-learning)
avg rating 4.44 — 919 ratings — published
“This generation will witness social and economic changes in our societies, that will be irreversible, thanks to AI.”
―
―
“Naskar Constitution of GenAI (Sonnet)
At times I'm hard on AI,
at times I'm lenient,
I have just one law on AI,
keep the human at the center,
and be transparent.
Use AI to empower life,
don't abuse AI to ruin life.
AI must orbit humanity,
not turn humanity into a lie.
Don't make the same mistake
with AI as organized religion did,
by destroying human agency.
Once out, AI is here to stay,
but there are meaningful ways
to use AI instead of cheap forgery.
AI may assist, when the human awakens;
machine may speak, what the mind has written.
After I'm gone, you're welcome to clone
my image and voice, but never put words
in my mouth that I've never written.”
― Hazrat-e Humanity: The Uncultured Polyglot
At times I'm hard on AI,
at times I'm lenient,
I have just one law on AI,
keep the human at the center,
and be transparent.
Use AI to empower life,
don't abuse AI to ruin life.
AI must orbit humanity,
not turn humanity into a lie.
Don't make the same mistake
with AI as organized religion did,
by destroying human agency.
Once out, AI is here to stay,
but there are meaningful ways
to use AI instead of cheap forgery.
AI may assist, when the human awakens;
machine may speak, what the mind has written.
After I'm gone, you're welcome to clone
my image and voice, but never put words
in my mouth that I've never written.”
― Hazrat-e Humanity: The Uncultured Polyglot
