圖書標籤: 人工智能 統計學 因果論 Causality 計算機 Statistics AI 思維
发表于2024-11-22
The Book of Why pdf epub mobi txt 電子書 下載 2024
A Turing Award-winning computer scientist and statistician shows how understanding causality has revolutionized science and will revolutionize artificial intelligence
"Correlation is not causation." This mantra, chanted by scientists for more than a century, has led to a virtual prohibition on causal talk. Today, that taboo is dead. The causal revolution, instigated by Judea Pearl and his colleagues, has cut through a century of confusion and established causality--the study of cause and effect--on a firm scientific basis. His work explains how we can know easy things, like whether it was rain or a sprinkler that made a sidewalk wet; and how to answer hard questions, like whether a drug cured an illness. Pearl's work enables us to know not just whether one thing causes another: it lets us explore the world that is and the worlds that could have been. It shows us the essence of human thought and key to artificial intelligence. Anyone who wants to understand either needs The Book of Why.
Judea Pearl is a professor of computer science at UCLA and winner of the 2011 Turing Award and the author of three classic technical books on causality. He lives in Los Angeles, California.
Dana Mackenzie is an award-winning science writer and the author of The Big Splat, or How Our Moon Came to Be. He lives in Santa Cruz, California.
Rubin在課上還噴瞭Judea一頓,錶示看不慣這種拿概率圖建模的方法。。不過do calculus如何隻從數據中得到因果關係確實有趣。關於因果推斷的模型到底哪個纔是有用的,見仁見智吧
評分在過去不到三十年的時間裏,人們對因果關係這個問題的理解取得瞭突破式的進步,可以說是發生瞭一場“因果革命”。珀爾這本書,就是嚮“聰明的外行”介紹這個新學說。
評分在過去不到三十年的時間裏,人們對因果關係這個問題的理解取得瞭突破式的進步,可以說是發生瞭一場“因果革命”。珀爾這本書,就是嚮“聰明的外行”介紹這個新學說。
評分好書,很感興趣的topic,比之前翻得兩本Pearl的書還是好懂多瞭。因果關係這種我們平時最習以為常的東西卻遠遠瞭解得不夠,想起之前一個同學做得就是qft裏麵的因果律,這個話題遠遠不隻是哲學上的,許多日常的案例都會用到這些。
評分skip stats. model counterfactual.
rather than a new science. 1,作者并没有区分自然科学和社会以及行为科学,没有讨论这两个领域因果推断的异同,也没有上升到科学哲学的层面讨论因果推断本身。这些本身都不是问题。只是就内容来说,书中的science实际上指的是社会科学和行为科学,作者所说的“因果革命 (the ...
評分 評分 評分 評分The Book of Why pdf epub mobi txt 電子書 下載 2024