Machine Learning Books

Showing 1-50 of 1,934
Hands-On Machine Learning with Scikit-Learn and TensorFlow Hands-On Machine Learning with Scikit-Learn and TensorFlow (ebook)
by (shelved 239 times as machine-learning)
avg rating 4.55 — 2,741 ratings — published 2017
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Pattern Recognition and Machine Learning (Information Science and Statistics) Pattern Recognition and Machine Learning (Information Science and Statistics)
by (shelved 213 times as machine-learning)
avg rating 4.32 — 1,889 ratings — published
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Deep Learning Deep Learning (ebook)
by (shelved 192 times as machine-learning)
avg rating 4.44 — 2,082 ratings — published 2016
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The Elements of Statistical Learning: Data Mining, Inference, and Prediction The Elements of Statistical Learning: Data Mining, Inference, and Prediction (Hardcover)
by (shelved 158 times as machine-learning)
avg rating 4.43 — 1,873 ratings — published 2001
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An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics) An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics)
by (shelved 122 times as machine-learning)
avg rating 4.59 — 2,309 ratings — published 2013
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Machine Learning: A Probabilistic Perspective Machine Learning: A Probabilistic Perspective (Hardcover)
by (shelved 119 times as machine-learning)
avg rating 4.34 — 520 ratings — published
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The Hundred-Page Machine Learning Book The Hundred-Page Machine Learning Book (Paperback)
by (shelved 116 times as machine-learning)
avg rating 4.25 — 1,390 ratings — published
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Deep Learning with Python Deep Learning with Python (Paperback)
by (shelved 95 times as machine-learning)
avg rating 4.57 — 1,372 ratings — published 2017
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Python Machine Learning Python Machine Learning (Paperback)
by (shelved 93 times as machine-learning)
avg rating 4.25 — 756 ratings — published 2015
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Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning) Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning)
by (shelved 77 times as machine-learning)
avg rating 4.54 — 797 ratings — published
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Machine Learning (McGraw-Hill International Editions Computer Science Series) Machine Learning (McGraw-Hill International Editions Computer Science Series)
by (shelved 76 times as machine-learning)
avg rating 4.07 — 853 ratings — published 1986
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The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World (Hardcover)
by (shelved 71 times as machine-learning)
avg rating 3.74 — 6,396 ratings — published 2015
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Information Theory, Inference, and Learning Algorithms Information Theory, Inference, and Learning Algorithms (Paperback)
by (shelved 71 times as machine-learning)
avg rating 4.52 — 487 ratings — published 2002
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Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications (Paperback)
by (shelved 70 times as machine-learning)
avg rating 4.47 — 921 ratings — published 2022
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Artificial Intelligence: A Modern Approach Artificial Intelligence: A Modern Approach (Hardcover)
by (shelved 68 times as machine-learning)
avg rating 4.20 — 4,400 ratings — published 1994
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Introduction to Machine Learning with Python: A Guide for Data Scientists Introduction to Machine Learning with Python: A Guide for Data Scientists (Paperback)
by (shelved 64 times as machine-learning)
avg rating 4.34 — 588 ratings — published 2015
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Mathematics for Machine Learning: 1st Edition Mathematics for Machine Learning: 1st Edition (Kindle Edition)
by (shelved 62 times as machine-learning)
avg rating 4.33 — 230 ratings — published
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Bayesian Reasoning and Machine Learning Bayesian Reasoning and Machine Learning (Hardcover)
by (shelved 59 times as machine-learning)
avg rating 4.10 — 193 ratings — published 2012
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Understanding Machine Learning Understanding Machine Learning (Hardcover)
by (shelved 52 times as machine-learning)
avg rating 4.21 — 131 ratings — published 2014
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Learning From Data: A Short Course Learning From Data: A Short Course (Hardcover)
by (shelved 51 times as machine-learning)
avg rating 4.40 — 436 ratings — published 2012
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Machine Learning Yearning Machine Learning Yearning (ebook)
by (shelved 50 times as machine-learning)
avg rating 4.30 — 415 ratings — published
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Data Mining: Practical Machine Learning Tools and Techniques Data Mining: Practical Machine Learning Tools and Techniques (Paperback)
by (shelved 36 times as machine-learning)
avg rating 3.90 — 784 ratings — published 1999
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Probabilistic Graphical Models: Principles and Techniques Probabilistic Graphical Models: Principles and Techniques (Kindle Edition)
by (shelved 36 times as machine-learning)
avg rating 4.19 — 257 ratings — published 2009
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Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps (Paperback)
by (shelved 35 times as machine-learning)
avg rating 4.16 — 267 ratings — published
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Neural Networks and Deep Learning Neural Networks and Deep Learning (ebook)
by (shelved 35 times as machine-learning)
avg rating 4.57 — 447 ratings — published 2013
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The Alignment Problem: Machine Learning and Human Values The Alignment Problem: Machine Learning and Human Values (Hardcover)
by (shelved 34 times as machine-learning)
avg rating 4.34 — 4,614 ratings — published 2020
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Grokking Deep Learning Grokking Deep Learning (ebook)
by (shelved 34 times as machine-learning)
avg rating 4.24 — 255 ratings — published
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Machine Learning for Hackers Machine Learning for Hackers (Paperback)
by (shelved 34 times as machine-learning)
avg rating 3.73 — 407 ratings — published 2012
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Programming Collective Intelligence: Building Smart Web 2.0 Applications Programming Collective Intelligence: Building Smart Web 2.0 Applications (Paperback)
by (shelved 33 times as machine-learning)
avg rating 4.07 — 1,457 ratings — published 2002
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Machine Learning Engineering Machine Learning Engineering (Hardcover)
by (shelved 32 times as machine-learning)
avg rating 4.32 — 142 ratings — published
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Python for Data Analysis Python for Data Analysis (Paperback)
by (shelved 30 times as machine-learning)
avg rating 4.17 — 2,419 ratings — published 2011
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Machine Learning in Action Machine Learning in Action (Paperback)
by (shelved 29 times as machine-learning)
avg rating 3.78 — 240 ratings — published 2011
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Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play (Paperback)
by (shelved 28 times as machine-learning)
avg rating 4.30 — 246 ratings — published
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Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning series) Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning series)
by (shelved 28 times as machine-learning)
avg rating 4.17 — 108 ratings — published 2005
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Data Science from Scratch: First Principles with Python Data Science from Scratch: First Principles with Python (ebook)
by (shelved 27 times as machine-learning)
avg rating 3.91 — 1,127 ratings — published 2015
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Applied Predictive Modeling Applied Predictive Modeling (Hardcover)
by (shelved 27 times as machine-learning)
avg rating 4.40 — 339 ratings — published 2013
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Pattern Classification Pattern Classification (Hardcover)
by (shelved 27 times as machine-learning)
avg rating 4.05 — 388 ratings — published 1973
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Superintelligence: Paths, Dangers, Strategies Superintelligence: Paths, Dangers, Strategies (Hardcover)
by (shelved 26 times as machine-learning)
avg rating 3.85 — 20,534 ratings — published 2014
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Deep Learning for Coders with Fastai and Pytorch: AI Applications Without a PhD Deep Learning for Coders with Fastai and Pytorch: AI Applications Without a PhD (Paperback)
by (shelved 25 times as machine-learning)
avg rating 4.40 — 259 ratings — published
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Make Your Own Neural Network Make Your Own Neural Network (Kindle Edition)
by (shelved 24 times as machine-learning)
avg rating 4.35 — 695 ratings — published 2016
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Foundations of Machine Learning Foundations of Machine Learning (Hardcover)
by (shelved 24 times as machine-learning)
avg rating 4.21 — 94 ratings — published
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Bayesian Data Analysis Bayesian Data Analysis (Hardcover)
by (shelved 23 times as machine-learning)
avg rating 4.21 — 536 ratings — published 1995
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Mining of Massive Datasets Mining of Massive Datasets (Hardcover)
by (shelved 23 times as machine-learning)
avg rating 4.35 — 246 ratings — published 2011
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Why Machines Learn: The Elegant Math Behind Modern AI Why Machines Learn: The Elegant Math Behind Modern AI (Hardcover)
by (shelved 22 times as machine-learning)
avg rating 4.38 — 744 ratings — published 2024
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Probabilistic Machine Learning: An Introduction (Adaptive Computation and Machine Learning series) Probabilistic Machine Learning: An Introduction (Adaptive Computation and Machine Learning series)
by (shelved 22 times as machine-learning)
avg rating 4.53 — 51 ratings — published
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Machine Learning Machine Learning (Kindle Edition)
by (shelved 22 times as machine-learning)
avg rating 3.62 — 1,061 ratings — published 2016
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All of Statistics: A Concise Course in Statistical Inference (Springer Texts in Statistics) All of Statistics: A Concise Course in Statistical Inference (Springer Texts in Statistics)
by (shelved 22 times as machine-learning)
avg rating 4.26 — 388 ratings — published 2003
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Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking (Paperback)
by (shelved 22 times as machine-learning)
avg rating 4.13 — 2,601 ratings — published 2013
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Neural Networks for Pattern Recognition (Advanced Texts in Econometrics (Paperback)) Neural Networks for Pattern Recognition (Advanced Texts in Econometrics (Paperback))
by (shelved 22 times as machine-learning)
avg rating 4.11 — 170 ratings — published 1996
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James Rickards
“The irony is that when you set out to remove bias you use your own possibly unconscious biases in deciding what's harmful and what should be done about it.”
James Rickards, MoneyGPT: AI and the Threat to the Global Economy

James Rickards
“Confabulation, or hallucination, is ubiquitous in AI/GPT output already. Efforts to correct this by self-learning algos and back propagation are unlikely to solve the problem because they add to the complexity of the system as a whole, which increases the likelihood of emergent ghosts. The difficulty is that duplicity is hard to detect unless you're a subject matter expert in the topic or you conduct your own research to test its accuracy. This begs the question — if you have to be a subject matter expert to spot the flaws in AI/GPT output, what good is the system in the first place?”
James Rickards, MoneyGPT: AI and the Threat to the Global Economy

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