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Machine Learning Books

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Hands-On Machine Learning with Scikit-Learn and TensorFlow Hands-On Machine Learning with Scikit-Learn and TensorFlow (ebook)
by (shelved 249 times as machine-learning)
avg rating 4.55 — 2,876 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 216 times as machine-learning)
avg rating 4.32 — 1,923 ratings — published
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Deep Learning Deep Learning (ebook)
by (shelved 197 times as machine-learning)
avg rating 4.43 — 2,173 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 161 times as machine-learning)
avg rating 4.43 — 1,912 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 123 times as machine-learning)
avg rating 4.59 — 2,362 ratings — published 2013
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The Hundred-Page Machine Learning Book The Hundred-Page Machine Learning Book (Paperback)
by (shelved 121 times as machine-learning)
avg rating 4.25 — 1,495 ratings — published
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Machine Learning: A Probabilistic Perspective Machine Learning: A Probabilistic Perspective (Hardcover)
by (shelved 116 times as machine-learning)
avg rating 4.35 — 524 ratings — published
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Deep Learning with Python Deep Learning with Python (Paperback)
by (shelved 93 times as machine-learning)
avg rating 4.57 — 1,437 ratings — published 2017
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Python Machine Learning Python Machine Learning (Paperback)
by (shelved 92 times as machine-learning)
avg rating 4.24 — 758 ratings — published 2015
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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 83 times as machine-learning)
avg rating 4.43 — 1,187 ratings — published 2022
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Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning) Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning)
by (shelved 82 times as machine-learning)
avg rating 4.54 — 843 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 — 860 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 74 times as machine-learning)
avg rating 3.73 — 6,561 ratings — published 2015
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Information Theory, Inference, and Learning Algorithms Information Theory, Inference, and Learning Algorithms (Paperback)
by (shelved 72 times as machine-learning)
avg rating 4.52 — 503 ratings — published 2002
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Artificial Intelligence: A Modern Approach Artificial Intelligence: A Modern Approach (Hardcover)
by (shelved 71 times as machine-learning)
avg rating 4.21 — 4,496 ratings — published 1994
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Mathematics for Machine Learning: 1st Edition Mathematics for Machine Learning: 1st Edition (Kindle Edition)
by (shelved 65 times as machine-learning)
avg rating 4.32 — 276 ratings — published
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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 4.33 — 604 ratings — published 2015
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Bayesian Reasoning and Machine Learning Bayesian Reasoning and Machine Learning (Hardcover)
by (shelved 59 times as machine-learning)
avg rating 4.11 — 192 ratings — published 2012
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Understanding Machine Learning Understanding Machine Learning (Hardcover)
by (shelved 52 times as machine-learning)
avg rating 4.23 — 136 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 4.38 — 443 ratings — published 2012
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Machine Learning Yearning Machine Learning Yearning (ebook)
by (shelved 49 times as machine-learning)
avg rating 4.29 — 428 ratings — published
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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 37 times as machine-learning)
avg rating 4.36 — 1,435 ratings — published 2024
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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 — 786 ratings — published 1999
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Neural Networks and Deep Learning Neural Networks and Deep Learning (ebook)
by (shelved 36 times as machine-learning)
avg rating 4.57 — 463 ratings — published 2013
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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 4.18 — 260 ratings — published 2009
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The Alignment Problem: Machine Learning and Human Values The Alignment Problem: Machine Learning and Human Values (Hardcover)
by (shelved 35 times as machine-learning)
avg rating 4.32 — 5,444 ratings — published 2020
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Machine Learning for Hackers Machine Learning for Hackers (Paperback)
by (shelved 34 times as machine-learning)
avg rating 3.72 — 409 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 34 times as machine-learning)
avg rating 4.07 — 1,455 ratings — published 2002
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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 33 times as machine-learning)
avg rating 4.15 — 290 ratings — published
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Machine Learning Engineering Machine Learning Engineering (Hardcover)
by (shelved 33 times as machine-learning)
avg rating 4.30 — 155 ratings — published
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Grokking Deep Learning Grokking Deep Learning (ebook)
by (shelved 33 times as machine-learning)
avg rating 4.22 — 267 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 — 2,482 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 29 times as machine-learning)
avg rating 4.28 — 271 ratings — published
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Machine Learning in Action Machine Learning in Action (Paperback)
by (shelved 29 times as machine-learning)
avg rating 3.77 — 240 ratings — published 2011
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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 28 times as machine-learning)
avg rating 4.48 — 81 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 — 111 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 3.90 — 1,164 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 — 344 ratings — published 2013
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AI Engineering: Building Applications with Foundation Models AI Engineering: Building Applications with Foundation Models (Paperback)
by (shelved 26 times as machine-learning)
avg rating 4.36 — 1,408 ratings — published
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Superintelligence: Paths, Dangers, Strategies Superintelligence: Paths, Dangers, Strategies (Hardcover)
by (shelved 26 times as machine-learning)
avg rating 3.85 — 21,752 ratings — published 2014
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Pattern Classification Pattern Classification (Hardcover)
by (shelved 26 times as machine-learning)
avg rating 4.05 — 389 ratings — published 1973
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Foundations of Machine Learning Foundations of Machine Learning (Hardcover)
by (shelved 25 times as machine-learning)
avg rating 4.23 — 96 ratings — published
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Machine Learning System Design Interview Machine Learning System Design Interview (Paperback)
by (shelved 24 times as machine-learning)
avg rating 4.26 — 133 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 4.34 — 703 ratings — published 2016
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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 23 times as machine-learning)
avg rating 4.40 — 282 ratings — published
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Bayesian Data Analysis Bayesian Data Analysis (Hardcover)
by (shelved 23 times as machine-learning)
avg rating 4.21 — 544 ratings — published 1995
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Machine Learning Machine Learning (Kindle Edition)
by (shelved 22 times as machine-learning)
avg rating 3.62 — 1,101 ratings — published 2016
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Machine Learning for Absolute Beginners: A Plain English Introduction (First Edition) 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
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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 4.27 — 413 ratings — published 2003
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Amit Ray
“One of the key algorithms of compassionate artificial intelligence is Mother-Infant Inter-brain Synchrony algorithm, which mimics the brain-to-brain synchrony of gaze, facial expressions, touch and heart rhythms of mother and child.”
― Amit Ray, Compassionate Artificial Superintelligence AI 5.0

Abhijit Naskar
“I have no problem with ai booking hotels or ordering groceries, but ai has no business in art.”
― Abhijit Naskar, Jashn-e Insan: Stranger is God, Helping is the Prayer

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