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Machine Learning
by Ethem Alpaydin • 2016
From spam filters to self-driving cars: the algorithms that learn from data, and what comes next.
3.62
1k+
Machine Learning Summary
Machine Learning 95%
From spam filters to self-driving cars: the algorithms that learn from data, and what comes next.
by Ethem Alpaydin 2016
3.62
1k+ ratings
Machine Learning For Absolute Beginners
by Oliver Theobald • 2017
How machine learning algorithms think, from regression to neural networks, no math required.
4.12
474
Machine Learning For Absolute Beginners Summary
Machine Learning For Absolute Beginners 95%
How machine learning algorithms think, from regression to neural networks, no math required.
by Oliver Theobald 2017
4.12
474 ratings
Deep Learning
by John D. Kelleher • 2019
Deep learning isn't clever math. It's simple neurons, wired at scale, learning from their mistakes.
3.89
473
Deep Learning Summary
Deep Learning 94%
Deep learning isn't clever math. It's simple neurons, wired at scale, learning from their mistakes.
by John D. Kelleher 2019
3.89
473 ratings
AI and Machine Learning for Coders
by Laurence Moroney • 2021
Turn your code into AI that runs everywhere: train, optimize, deploy with a single toolkit.
4.09
108
AI and Machine Learning for Coders Summary
AI and Machine Learning for Coders 93%
Turn your code into AI that runs everywhere: train, optimize, deploy with a single toolkit.
by Laurence Moroney 2021
4.09
108 ratings
The Master Algorithm
by Pedro Domingos • 2015
Machine learning's rival schools share a hidden core. Finding it could unlock general intelligence.
3.73
6k+
The Master Algorithm Summary
The Master Algorithm 93%
Machine learning's rival schools share a hidden core. Finding it could unlock general intelligence.
by Pedro Domingos 2015
3.73
6k+ ratings
Numsense! Data Science for the Layman
by Annalyn Ng • 2017
Data science without the math: twelve techniques, what they do, and why intuition alone falls short.
4.14
622
Numsense! Data Science for the Layman Summary
Numsense! Data Science for the Layman 93%
Data science without the math: twelve techniques, what they do, and why intuition alone falls short.
by Annalyn Ng 2017
4.14
622 ratings
Designing Machine Learning Systems
by Chip Huyen • 2022
Accuracy is not enough. An iterative playbook for machine learning systems that survive production.
4.45
1k+
Designing Machine Learning Systems Summary
Designing Machine Learning Systems 93%
Accuracy is not enough. An iterative playbook for machine learning systems that survive production.
by Chip Huyen 2022
4.45
1k+ ratings
Artificial Intelligence and Machine Learning for Business
by Steven Finlay • 2018
ML projects fail for business reasons, not technical ones. The rules for getting it right.
4.14
207
Artificial Intelligence and Machine Learning for Business Summary
Artificial Intelligence and Machine Learning for Business 93%
ML projects fail for business reasons, not technical ones. The rules for getting it right.
by Steven Finlay 2018
4.14
207 ratings
Predictive Analytics For Dummies
by Anasse Bari • 2013
A guide to building models that forecast, classify, and find hidden patterns, without a math degree.
3.74
111
Predictive Analytics For Dummies Summary
Predictive Analytics For Dummies 93%
A guide to building models that forecast, classify, and find hidden patterns, without a math degree.
by Anasse Bari 2013
3.74
111 ratings
Why Machines Learn
by Anil Ananthaswamy • 2024
The perceptron flopped but the math stayed: the linear algebra and calculus that built the AI age.
4.38
1k+
Why Machines Learn Summary
Why Machines Learn 92%
The perceptron flopped but the math stayed: the linear algebra and calculus that built the AI age.
by Anil Ananthaswamy 2024
4.38
1k+ ratings
Data Science
by John D. Kelleher • 2018
Turning raw data into decisions requires a defined process, not just algorithms and statistics.
3.90
876
Data Science Summary
Data Science 92%
Turning raw data into decisions requires a defined process, not just algorithms and statistics.
by John D. Kelleher 2018
3.90
876 ratings
The Deep Learning Revolution
by Terrence J. Sejnowski • 2018
The AI that works copies the brain. For decades it was a backwater. Then it won.
3.72
597
The Deep Learning Revolution Summary
The Deep Learning Revolution 92%
The AI that works copies the brain. For decades it was a backwater. Then it won.
by Terrence J. Sejnowski 2018
3.72
597 ratings
Confident Data Skills
by Kirill Eremenko • 2018
From messy data to clean insights to persuasive presentations: the process that lands the promotion.
4.12
211
Confident Data Skills Summary
Confident Data Skills 92%
From messy data to clean insights to persuasive presentations: the process that lands the promotion.
by Kirill Eremenko 2018
4.12
211 ratings
Algorithms
by Panos Louridas • 2020
Twenty steps to find one item in a million, and the hidden logic that runs our world.
4.03
302
Algorithms Summary
Algorithms 91%
Twenty steps to find one item in a million, and the hidden logic that runs our world.
by Panos Louridas 2020
4.03
302 ratings
Data Smart
by John W. Foreman • 2013
Real machine learning inside Excel: cluster customers, forecast demand, optimize decisions. No code.
4.12
1k+
Data Smart Summary
Data Smart 91%
Real machine learning inside Excel: cluster customers, forecast demand, optimize decisions. No code.
by John W. Foreman 2013
4.12
1k+ ratings
Artificial Intelligence (WIRED guides)
by Matthew Burgess • 2021
AI masters chess, spots cancer, drives cars. But who trains it, and on whose data?
3.71
147
Artificial Intelligence (WIRED guides) Summary
Artificial Intelligence (WIRED guides) 91%
AI masters chess, spots cancer, drives cars. But who trains it, and on whose data?
by Matthew Burgess 2021
3.71
147 ratings
Becoming a Data Head
by Alex J. Gutman • 2021
The critical thinking toolkit for anyone who works with data but never plans to code.
4.18
480
Becoming a Data Head Summary
Becoming a Data Head 91%
The critical thinking toolkit for anyone who works with data but never plans to code.
by Alex J. Gutman 2021
4.18
480 ratings
Practicing Trustworthy Machine Learning
by Yada Pruksachatkun • 2023
Privacy, fairness, explainability, robustness: the engineering guide for ML models that earn trust.
4.95
111
Practicing Trustworthy Machine Learning Summary
Practicing Trustworthy Machine Learning 91%
Privacy, fairness, explainability, robustness: the engineering guide for ML models that earn trust.
by Yada Pruksachatkun 2023
4.95
111 ratings
Artificial Intelligence in Practice
by Bernard Marr • 2019
Robots patrol Walmart aisles. Netflix guesses your next watch. How 50 companies already run on AI.
3.41
251
Artificial Intelligence in Practice Summary
Artificial Intelligence in Practice 91%
Robots patrol Walmart aisles. Netflix guesses your next watch. How 50 companies already run on AI.
by Bernard Marr 2019
3.41
251 ratings
How AI Thinks
by Nigel Toon • 2024
It's a learning engine, not a thinking mind. The revolution is here, and it's not sentient.
3.62
322
How AI Thinks Summary
How AI Thinks 91%
It's a learning engine, not a thinking mind. The revolution is here, and it's not sentient.
by Nigel Toon 2024
3.62
322 ratings
The Book of Why
by Judea Pearl • 2018
Data can't tell you why. A mathematical science of cause and effect finally can.
3.93
7k+
The Book of Why Summary
The Book of Why 91%
Data can't tell you why. A mathematical science of cause and effect finally can.
by Judea Pearl 2018
3.93
7k+ ratings
The Theory That Would Not Die
by Sharon Bertsch McGrayne • 2011
Statisticians said it was dead. Turing used it to crack Enigma. Computers made it unstoppable.
3.77
3k+
The Theory That Would Not Die Summary
The Theory That Would Not Die 91%
Statisticians said it was dead. Turing used it to crack Enigma. Computers made it unstoppable.
by Sharon Bertsch McGrayne 2011
3.77
3k+ ratings
What Is ChatGPT Doing... and Why Does It Work?
by Stephen Wolfram • 2023
ChatGPT is just next-word prediction. The breakthrough is what that reveals about language itself.
3.85
2k+
What Is ChatGPT Doing... and Why Does It Work? Summary
What Is ChatGPT Doing... and Why Does It Work? 91%
ChatGPT is just next-word prediction. The breakthrough is what that reveals about language itself.
by Stephen Wolfram 2023
3.85
2k+ ratings
The Age of A.I. and Our Human Future
by Henry Kissinger • 2021
Old rules of knowledge, power, and war were built for humans. AI is rewriting them.
3.43
5k+
The Age of A.I. and Our Human Future Summary
The Age of A.I. and Our Human Future 90%
Old rules of knowledge, power, and war were built for humans. AI is rewriting them.
by Henry Kissinger 2021
3.43
5k+ ratings
Predictive Analytics
by Eric Siegel • 2013
Companies know whether you'll leave, buy, or default before you've decided. Here's how.
3.66
2k+
Predictive Analytics Summary
Predictive Analytics 90%
Companies know whether you'll leave, buy, or default before you've decided. Here's how.
by Eric Siegel 2013
3.66
2k+ ratings
Once Upon an Algorithm
by Martin Erwig • 2017
What Hansel and Gretel, Sherlock Holmes, and Groundhog Day can teach you about algorithms.
3.63
265
Once Upon an Algorithm Summary
Once Upon an Algorithm 90%
What Hansel and Gretel, Sherlock Holmes, and Groundhog Day can teach you about algorithms.
by Martin Erwig 2017
3.63
265 ratings
A Common-Sense Guide to Data Structures and Algorithms
by Jay Wengrow • 2017
The algorithm knowledge that turns working code into fast code, explained without the math degree.
4.39
603
A Common-Sense Guide to Data Structures and Algorithms Summary
A Common-Sense Guide to Data Structures and Algorithms 90%
The algorithm knowledge that turns working code into fast code, explained without the math degree.
by Jay Wengrow 2017
4.39
603 ratings
Build a Large Language Model
by Sebastian Raschka • 2025
Skip expensive pretraining. Build a working LLM from GPT-2 and teach it to follow instructions.
4.60
356
Build a Large Language Model Summary
Build a Large Language Model 90%
Skip expensive pretraining. Build a working LLM from GPT-2 and teach it to follow instructions.
by Sebastian Raschka 2025
4.60
356 ratings
How to Create a Mind
by Ray Kurzweil • 2012
The brain runs on 300 million pattern recognizers. Copy that hierarchy, and human-level AI is next.
3.96
8k+
How to Create a Mind Summary
How to Create a Mind 90%
The brain runs on 300 million pattern recognizers. Copy that hierarchy, and human-level AI is next.
by Ray Kurzweil 2012
3.96
8k+ ratings
Robin Hood Math
by Noah Giansiracusa • 2025
Algorithms price your insurance, rank your resume, curate your reality. The math that fights back.
3.91
185
Robin Hood Math Summary
Robin Hood Math 90%
Algorithms price your insurance, rank your resume, curate your reality. The math that fights back.
by Noah Giansiracusa 2025
3.91
185 ratings
The Ethical Algorithm
by Michael Kearns • 2019
Algorithms don't do ethics by default. Making them fair takes math, and the math demands trade-offs.
4.10
671
The Ethical Algorithm Summary
The Ethical Algorithm 90%
Algorithms don't do ethics by default. Making them fair takes math, and the math demands trade-offs.
by Michael Kearns 2019
4.10
671 ratings
Game Changer
by Matthew Sadler • 2019
From scratch, AlphaZero taught itself chess in nine hours and played like a Romantic-era genius.
4.21
289
Game Changer Summary
Game Changer 90%
From scratch, AlphaZero taught itself chess in nine hours and played like a Romantic-era genius.
by Matthew Sadler 2019
4.21
289 ratings
What Are ChatGPT and Its Friends?
by Mike Loukides • 2023
A field guide to large language models: surprising strengths, dangerous blind spots, and real costs.
4.00
7
What Are ChatGPT and Its Friends? Summary
What Are ChatGPT and Its Friends? 90%
A field guide to large language models: surprising strengths, dangerous blind spots, and real costs.
by Mike Loukides 2023
4.00
7 ratings
Why Data Science Projects Fail
by Douglas Gray • 2024
Eighty percent of AI projects fail. The models work fine; the people, data, and expectations don't.
5.00
19
Why Data Science Projects Fail Summary
Why Data Science Projects Fail 90%
Eighty percent of AI projects fail. The models work fine; the people, data, and expectations don't.
by Douglas Gray 2024
5.00
19 ratings
Nine Algorithms That Changed the Future
by John MacCormick • 2012
The hidden algorithms behind search and security, and the one problem no machine can solve.
3.89
2k+
Nine Algorithms That Changed the Future Summary
Nine Algorithms That Changed the Future 90%
The hidden algorithms behind search and security, and the one problem no machine can solve.
by John MacCormick 2012
3.89
2k+ ratings
Artificial Intelligence For Dummies (For Dummies
by John Paul Mueller • 2018
AI is math, not magic. A plain-English guide to what machine learning can and cannot do.
3.41
242
Artificial Intelligence For Dummies (For Dummies Summary
Artificial Intelligence For Dummies (For Dummies 90%
AI is math, not magic. A plain-English guide to what machine learning can and cannot do.
by John Paul Mueller 2018
3.41
242 ratings
Computational Thinking
by Peter J. Denning • 2019
It is a 4,500-year-old practice that built modern science, yet most confuse it with just coding.
3.63
304
Computational Thinking Summary
Computational Thinking 90%
It is a 4,500-year-old practice that built modern science, yet most confuse it with just coding.
by Peter J. Denning 2019
3.63
304 ratings
The Art of Doing Science and Engineering
by Richard W. Hamming • 1996
What separates great scientists from good ones: they pick better problems.
4.18
2k+
The Art of Doing Science and Engineering Summary
The Art of Doing Science and Engineering 90%
What separates great scientists from good ones: they pick better problems.
by Richard W. Hamming 1996
4.18
2k+ ratings
Thinking Better
by Marcus du Sautoy • 2021
Mathematical shortcuts that save time, solve problems, and show you what everyone else overlooks.
3.59
618
Thinking Better Summary
Thinking Better 90%
Mathematical shortcuts that save time, solve problems, and show you what everyone else overlooks.
by Marcus du Sautoy 2021
3.59
618 ratings
Everyday Chaos
by David Weinberger • 2019
A medical AI diagnoses illness but can't explain how. The age of demanding explanations is over.
3.78
202
Everyday Chaos Summary
Everyday Chaos 90%
A medical AI diagnoses illness but can't explain how. The age of demanding explanations is over.
by David Weinberger 2019
3.78
202 ratings
The AI Playbook
by Eric Siegel • 2024
How to get machine learning out of the lab: sell the operational improvement, not the algorithm.
3.98
127
The AI Playbook Summary
The AI Playbook 90%
How to get machine learning out of the lab: sell the operational improvement, not the algorithm.
by Eric Siegel 2024
3.98
127 ratings
These Strange New Minds
by Christopher Summerfield • 2025
Teach a machine to predict the next word. Eventually it reasons. Now it's learning to act.
4.10
339
These Strange New Minds Summary
These Strange New Minds 90%
Teach a machine to predict the next word. Eventually it reasons. Now it's learning to act.
by Christopher Summerfield 2025
4.10
339 ratings
Buddhism
by Damien Keown • 1996
Buddhism has no god, no bible, no pope. What holds its many traditions together?
3.74
3k+
Buddhism Summary
Buddhism 90%
Buddhism has no god, no bible, no pope. What holds its many traditions together?
by Damien Keown 1996
3.74
3k+ ratings
The Model Thinker
by Scott E. Page • 2018
Big data without many models is just noise. The case for thinking through multiple frameworks.
3.92
955
The Model Thinker Summary
The Model Thinker 90%
Big data without many models is just noise. The case for thinking through multiple frameworks.
by Scott E. Page 2018
3.92
955 ratings
Artificial Intelligence
by Lasse Rouhiainen • 2018
An AI 101: the tech, the jobs at risk, and the one skill machines can't touch.
3.92
314
Artificial Intelligence Summary
Artificial Intelligence 90%
An AI 101: the tech, the jobs at risk, and the one skill machines can't touch.
by Lasse Rouhiainen 2018
3.92
314 ratings
How to Measure Anything in Cybersecurity Risk
by Douglas W. Hubbard • 2016
Cybersecurity swears its risks defy measurement. A quantitative toolkit that says otherwise.
4.06
381
How to Measure Anything in Cybersecurity Risk Summary
How to Measure Anything in Cybersecurity Risk 90%
Cybersecurity swears its risks defy measurement. A quantitative toolkit that says otherwise.
by Douglas W. Hubbard 2016
4.06
381 ratings
How Data Happened
by Chris Wiggins • 2023
Data was never neutral. How statistics went from serving kings to fueling the attention economy.
3.54
467
How Data Happened Summary
How Data Happened 89%
Data was never neutral. How statistics went from serving kings to fueling the attention economy.
by Chris Wiggins 2023
3.54
467 ratings
Marketing Artificial Intelligence
by Paul Roetzer • 2022
How to separate AI hype from real marketing use cases, and what to automate first.
3.66
132
Marketing Artificial Intelligence Summary
Marketing Artificial Intelligence 89%
How to separate AI hype from real marketing use cases, and what to automate first.
by Paul Roetzer 2022
3.66
132 ratings
The Math of Life and Death
by Kit Yates • 2019
Key mathematical ideas govern medicine, law, and media, and your intuition gets each one wrong.
3.90
2k+
The Math of Life and Death Summary
The Math of Life and Death 89%
Key mathematical ideas govern medicine, law, and media, and your intuition gets each one wrong.
by Kit Yates 2019
3.90
2k+ ratings
Everything Is Predictable
by Tom Chivers • 2024
The math behind your spam filter also reveals that your brain is hallucinating reality.
4.02
1k+
Everything Is Predictable Summary
Everything Is Predictable 89%
The math behind your spam filter also reveals that your brain is hallucinating reality.
by Tom Chivers 2024
4.02
1k+ ratings
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