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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 95%
The critical thinking toolkit for anyone who works with data but never plans to code.
by Alex J. Gutman 2021
4.18
480 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 95%
Statisticians said it was dead. Turing used it to crack Enigma. Computers made it unstoppable.
by Sharon Bertsch McGrayne 2011
3.77
3k+ 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 95%
Data was never neutral. How statistics went from serving kings to fueling the attention economy.
by Chris Wiggins 2023
3.54
467 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 95%
Data science without the math: twelve techniques, what they do, and why intuition alone falls short.
by Annalyn Ng 2017
4.14
622 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 95%
Companies know whether you'll leave, buy, or default before you've decided. Here's how.
by Eric Siegel 2013
3.66
2k+ 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 94%
Machine learning's rival schools share a hidden core. Finding it could unlock general intelligence.
by Pedro Domingos 2015
3.73
6k+ 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 94%
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 94%
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
Big Data
by Viktor Mayer-Schönberger • 2013
The era of sampling, clean data, and causal certainty is over. What replaces it is stranger.
3.69
9k+
Big Data Summary
Big Data 94%
The era of sampling, clean data, and causal certainty is over. What replaces it is stranger.
by Viktor Mayer-Schönberger 2013
3.69
9k+ 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 94%
ML projects fail for business reasons, not technical ones. The rules for getting it right.
by Steven Finlay 2018
4.14
207 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 93%
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 93%
Data can't tell you why. A mathematical science of cause and effect finally can.
by Judea Pearl 2018
3.93
7k+ ratings
Rage Inside the Machine
by Robert Elliott Smith • 2019
Algorithms reduce reality to neat categories. Prejudice is not a bug but the predictable exhaust.
3.97
145
Rage Inside the Machine Summary
Rage Inside the Machine 93%
Algorithms reduce reality to neat categories. Prejudice is not a bug but the predictable exhaust.
by Robert Elliott Smith 2019
3.97
145 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 93%
The math behind your spam filter also reveals that your brain is hallucinating reality.
by Tom Chivers 2024
4.02
1k+ ratings
Numbers Rule Your World
by Fung • 2010
Statistics reveals why lines feel shorter, credit scores work, and safe airlines are an illusion.
3.56
1k+
Numbers Rule Your World Summary
Numbers Rule Your World 93%
Statistics reveals why lines feel shorter, credit scores work, and safe airlines are an illusion.
by Fung 2010
3.56
1k+ 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 93%
Key mathematical ideas govern medicine, law, and media, and your intuition gets each one wrong.
by Kit Yates 2019
3.90
2k+ ratings
How Not to Be Wrong
by Jordan Ellenberg • 2014
Your brain defaults to straight lines. Math reveals the curves that keep you from being wrong.
3.95
22k+
How Not to Be Wrong Summary
How Not to Be Wrong 93%
Your brain defaults to straight lines. Math reveals the curves that keep you from being wrong.
by Jordan Ellenberg 2014
3.95
22k+ ratings
The Eye of the Master
by Matteo Pasquinelli • 2023
AI was never about thinking machines. It was built to measure, rank, and control workers.
4.06
292
The Eye of the Master Summary
The Eye of the Master 93%
AI was never about thinking machines. It was built to measure, rank, and control workers.
by Matteo Pasquinelli 2023
4.06
292 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 93%
Robots patrol Walmart aisles. Netflix guesses your next watch. How 50 companies already run on AI.
by Bernard Marr 2019
3.41
251 ratings
Chancing It
by Robert Matthews • 2017
How a formula from 17th-century gambling can tell you what any decision is worth.
3.81
227
Chancing It Summary
Chancing It 93%
How a formula from 17th-century gambling can tell you what any decision is worth.
by Robert Matthews 2017
3.81
227 ratings
Prediction Machines
by Ajay Agrawal • 2018
AI is cheaper prediction. Treat it as a collapsing input cost and watch strategies tip.
3.86
4k+
Prediction Machines Summary
Prediction Machines 93%
AI is cheaper prediction. Treat it as a collapsing input cost and watch strategies tip.
by Ajay Agrawal 2018
3.86
4k+ 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 93%
From messy data to clean insights to persuasive presentations: the process that lands the promotion.
by Kirill Eremenko 2018
4.12
211 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
Automate This
by Christopher Steiner • 2012
Algorithms took Wall Street. Now they compose music, allocate kidneys, and profile personalities.
3.82
4k+
Automate This Summary
Automate This 93%
Algorithms took Wall Street. Now they compose music, allocate kidneys, and profile personalities.
by Christopher Steiner 2012
3.82
4k+ 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 93%
Turning raw data into decisions requires a defined process, not just algorithms and statistics.
by John D. Kelleher 2018
3.90
876 ratings
The Numbers Game
by Michael Blastland • 2008
Most numbers in the news mislead you; a few mental habits reveal the real story.
3.65
344
The Numbers Game Summary
The Numbers Game 93%
Most numbers in the news mislead you; a few mental habits reveal the real story.
by Michael Blastland 2008
3.65
344 ratings
Hello World
by Hannah Fry • 2018
When algorithms police, diagnose, and drive, blind trust becomes the real danger.
4.11
12k+
Hello World Summary
Hello World 93%
When algorithms police, diagnose, and drive, blind trust becomes the real danger.
by Hannah Fry 2018
4.11
12k+ 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 93%
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
The Flaw of Averages
by Sam L. Savage • 2009
A single average can sink your plan. The missing skill: thinking in distributions.
3.86
574
The Flaw of Averages Summary
The Flaw of Averages 93%
A single average can sink your plan. The missing skill: thinking in distributions.
by Sam L. Savage 2009
3.86
574 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 93%
How to get machine learning out of the lab: sell the operational improvement, not the algorithm.
by Eric Siegel 2024
3.98
127 ratings
Standard Deviations
by Gary Smith • 2014
Tortured data, seductive charts, and the cognitive bugs that turn noise into insight.
3.95
911
Standard Deviations Summary
Standard Deviations 93%
Tortured data, seductive charts, and the cognitive bugs that turn noise into insight.
by Gary Smith 2014
3.95
911 ratings
ColdFusion Presents
by Dagogo Altraide • 2019
From steam to AI: the chain of breakthroughs that built the modern world, every link essential.
4.17
780
ColdFusion Presents Summary
ColdFusion Presents 93%
From steam to AI: the chain of breakthroughs that built the modern world, every link essential.
by Dagogo Altraide 2019
4.17
780 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 93%
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
Algorithms to Live By
by Brian Christian • 2016
When to settle, when to quit, when to trust chance: computer science already found the answers.
4.12
35k+
Algorithms to Live By Summary
Algorithms to Live By 93%
When to settle, when to quit, when to trust chance: computer science already found the answers.
by Brian Christian 2016
4.12
35k+ 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 93%
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 93%
Cybersecurity swears its risks defy measurement. A quantitative toolkit that says otherwise.
by Douglas W. Hubbard 2016
4.06
381 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 93%
Real machine learning inside Excel: cluster customers, forecast demand, optimize decisions. No code.
by John W. Foreman 2013
4.12
1k+ 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 93%
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
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 93%
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
Impromptu
by Reid Hoffman • 2023
AI won't replace you. But someone using it will. The solo thinker era is ending.
3.77
782
Impromptu Summary
Impromptu 93%
AI won't replace you. But someone using it will. The solo thinker era is ending.
by Reid Hoffman 2023
3.77
782 ratings
Superforecasting
by Philip E. Tetlock • 2015
30% more accurate than CIA analysts: the trainable habits that predict the future.
4.08
22k+
Superforecasting Summary
Superforecasting 92%
30% more accurate than CIA analysts: the trainable habits that predict the future.
by Philip E. Tetlock 2015
4.08
22k+ ratings
Genius Makers
by Cade Metz • 2021
The outcasts who revived neural networks, and the billion-dollar bidding war that followed.
4.26
3k+
Genius Makers Summary
Genius Makers 92%
The outcasts who revived neural networks, and the billion-dollar bidding war that followed.
by Cade Metz 2021
4.26
3k+ ratings
Some Future Day
by Marc Beckman • 2025
AI is the catalyst that makes our technologies work together, accelerating every field overnight.
3.50
46
Some Future Day Summary
Some Future Day 92%
AI is the catalyst that makes our technologies work together, accelerating every field overnight.
by Marc Beckman 2025
3.50
46 ratings
Architects of Intelligence
by Martin Ford • 2018
AI's builders say the real crisis isn't superintelligence but a labor market already fracturing.
4.07
667
Architects of Intelligence Summary
Architects of Intelligence 92%
AI's builders say the real crisis isn't superintelligence but a labor market already fracturing.
by Martin Ford 2018
4.07
667 ratings
Risk Intelligence
by Dylan Evans • 2012
Your probability estimates are worse than you think. It's trainable, and the payoff is real.
3.71
256
Risk Intelligence Summary
Risk Intelligence 92%
Your probability estimates are worse than you think. It's trainable, and the payoff is real.
by Dylan Evans 2012
3.71
256 ratings
How to Expect the Unexpected
by Kit Yates • 2023
Master the science of prediction: why your gut fails, and when the smartest forecast is none.
3.69
188
How to Expect the Unexpected Summary
How to Expect the Unexpected 92%
Master the science of prediction: why your gut fails, and when the smartest forecast is none.
by Kit Yates 2023
3.69
188 ratings
Power And Prediction
by Ajay Agrawal • 2022
AI works. Now the long, slow work of rebuilding everything around it begins.
4.22
7k+
Power And Prediction Summary
Power And Prediction 92%
AI works. Now the long, slow work of rebuilding everything around it begins.
by Ajay Agrawal 2022
4.22
7k+ 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 92%
Big data without many models is just noise. The case for thinking through multiple frameworks.
by Scott E. Page 2018
3.92
955 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 92%
Old rules of knowledge, power, and war were built for humans. AI is rewriting them.
by Henry Kissinger 2021
3.43
5k+ ratings
Big Data
by Bernard Marr • 2015
Most data projects fail because they start with data, not strategy. Five questions change that.
3.59
416
Big Data Summary
Big Data 92%
Most data projects fail because they start with data, not strategy. Five questions change that.
by Bernard Marr 2015
3.59
416 ratings
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