The Book of Why by Judea Pearl and Dana MacKenzie Summary
Overview of The Book of Why
Judea Pearl's revolutionary "The Book of Why" unravels causality's mysteries, transforming AI, medicine, and economics. By challenging traditional statistics, Pearl sparked both academic debate and practical applications - even resolving the smoking-cancer controversy with his groundbreaking "Ladder of Causation" framework.
Similar books to The Book of Why
通过作者的声音感受这本书
将知识转化为引人入胜、富含实例的见解
快速捕捉核心观点，高效学习
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核心要点
The Revolution Hidden in Plain Sight
A falling barometer predicts a storm, but smashing your barometer won't change the weather. This simple truth contains a profound insight that eluded scientists for over a century: correlation and causation are fundamentally different. For generations, researchers were trained to avoid the word "cause" entirely, describing findings only in terms of associations and relationships. Yet every medical treatment, policy decision, and technological innovation depends on understanding what causes what. This paradox-that science's most important questions were deemed unscientific-sparked what's now called the Causal Revolution, transforming how we extract meaning from data and opening pathways toward truly intelligent machines.
Three Rungs: How Humans Outthink Machines
The Statistical Straitjacket and the Forgotten Pioneer
The Do-Operator: Making Causation Mathematical
Seeing Through Confounding: The Back-Door Solution
When Numbers Lie: Resolving Simpson's Paradox
The Path Forward: Causation and the Future of Intelligence
快速摘要模式 - 9分钟阅读或收听《The Book of Why》摘要
将《The Book of Why》的核心观点拆解为易于理解的要点，了解创新团队如何创造、协作和成长。
闪卡模式 - 《The Book of Why》精华：7条核心见解
将《The Book of Why》提炼为快速记忆要点，突出坦诚、团队合作和创造力的关键原则。
趣味模式 - 《The Book of Why》的启示 - 24分钟故事
通过生动的故事体验《The Book of Why》，将创新经验转化为令人难忘且可应用的精彩时刻。
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随心提问，选择声音，共同创造真正与你产生共鸣的见解。
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"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
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