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Machine Learning Books
Showing 1-50 of 2,088
Hands-On Machine Learning with Scikit-Learn and TensorFlow (ebook)
by (shelved 249 times as machine-learning)
avg rating 4.55 — 2,874 ratings — published 2017
Pattern Recognition and Machine Learning (Information Science and Statistics)
by (shelved 217 times as machine-learning)
avg rating 4.32 — 1,923 ratings — published
Deep Learning (ebook)
by (shelved 197 times as machine-learning)
avg rating 4.43 — 2,172 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 — 1,912 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 — 2,363 ratings — published 2013
The Hundred-Page Machine Learning Book (Paperback)
by (shelved 121 times as machine-learning)
avg rating 4.25 — 1,493 ratings — published
Machine Learning: A Probabilistic Perspective (Hardcover)
by (shelved 116 times as machine-learning)
avg rating 4.35 — 524 ratings — published
Deep Learning with Python (Paperback)
by (shelved 93 times as machine-learning)
avg rating 4.57 — 1,437 ratings — published 2017
Python Machine Learning (Paperback)
by (shelved 92 times as machine-learning)
avg rating 4.24 — 758 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 — 1,182 ratings — published 2022
Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning)
by (shelved 82 times as machine-learning)
avg rating 4.54 — 842 ratings — published
Machine Learning (McGraw-Hill International Editions Computer Science Series)
by (shelved 76 times as machine-learning)
avg rating 4.07 — 860 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 — 6,552 ratings — published 2015
Information Theory, Inference, and Learning Algorithms (Paperback)
by (shelved 72 times as machine-learning)
avg rating 4.52 — 502 ratings — published 2002
Artificial Intelligence: A Modern Approach (Hardcover)
by (shelved 71 times as machine-learning)
avg rating 4.21 — 4,497 ratings — published 1994
Mathematics for Machine Learning: 1st Edition (Kindle Edition)
by (shelved 64 times as machine-learning)
avg rating 4.32 — 275 ratings — published
Introduction to Machine Learning with Python: A Guide for Data Scientists (Paperback)
by (shelved 64 times as machine-learning)
avg rating 4.33 — 603 ratings — published 2015
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 52 times as machine-learning)
avg rating 4.22 — 137 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 — 428 ratings — published
Why Machines Learn: The Elegant Math Behind Modern AI (Hardcover)
by (shelved 37 times as machine-learning)
avg rating 4.36 — 1,422 ratings — published 2024
Data Mining: Practical Machine Learning Tools and Techniques (Paperback)
by (shelved 36 times as machine-learning)
avg rating 3.90 — 786 ratings — published 1999
Neural Networks and Deep Learning (ebook)
by (shelved 36 times as machine-learning)
avg rating 4.57 — 463 ratings — published 2013
Probabilistic Graphical Models: Principles and Techniques (Kindle Edition)
by (shelved 36 times as machine-learning)
avg rating 4.18 — 260 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
The Alignment Problem: Machine Learning and Human Values (Hardcover)
by (shelved 35 times as machine-learning)
avg rating 4.32 — 5,405 ratings — published 2020
Machine Learning for Hackers (Paperback)
by (shelved 34 times as machine-learning)
avg rating 3.72 — 409 ratings — published 2012
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 Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps (Paperback)
by (shelved 33 times as machine-learning)
avg rating 4.15 — 290 ratings — published
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
Python for Data Analysis (Paperback)
by (shelved 30 times as machine-learning)
avg rating 4.17 — 2,480 ratings — published 2011
Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play (Paperback)
by (shelved 29 times as machine-learning)
avg rating 4.29 — 270 ratings — published
Machine Learning in Action (Paperback)
by (shelved 29 times as machine-learning)
avg rating 3.77 — 240 ratings — published 2011
Probabilistic Machine Learning: An Introduction (Adaptive Computation and Machine Learning series)
by (shelved 28 times as machine-learning)
avg rating 4.49 — 80 ratings — published
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 — 1,163 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 4.36 — 1,374 ratings — published
Superintelligence: Paths, Dangers, Strategies (Hardcover)
by (shelved 26 times as machine-learning)
avg rating 3.85 — 21,702 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 — 133 ratings — published
Make Your Own Neural Network (Kindle Edition)
by (shelved 24 times as machine-learning)
avg rating 4.34 — 705 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 3.62 — 1,100 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
“Don't waste your time on the dilemma of, to use or not to use ai, ask instead, how can you use ai in your particular field, without compromising your integrity!
It's not about avoiding ai, it's about delegating menial tasks to ai - fire, steam, electricity, internet, ai, these are all tools, sooner or later you will adopt it, and this comes from a person whose literature was heisted without consent to train algorithms, among many other living writers.
AI is a radically new territory, even the makers of ai don't know what they're doing, so don't expect to figure out everything overnight, don't be too hard on yourself pressured by hypocrites;
the idea is not to outsource your ideas, whether to ai or to hypocritical primates, so take your time, and figure out your own ethics of ai in case specific context.”
― With Love From A Blue Rock
It's not about avoiding ai, it's about delegating menial tasks to ai - fire, steam, electricity, internet, ai, these are all tools, sooner or later you will adopt it, and this comes from a person whose literature was heisted without consent to train algorithms, among many other living writers.
AI is a radically new territory, even the makers of ai don't know what they're doing, so don't expect to figure out everything overnight, don't be too hard on yourself pressured by hypocrites;
the idea is not to outsource your ideas, whether to ai or to hypocritical primates, so take your time, and figure out your own ethics of ai in case specific context.”
― With Love From A Blue Rock











