图书标签: 人工智能 统计学 因果論 Causality 计算机 Statistics AI 思维
发表于2024-05-03
The Book of Why pdf epub mobi txt 电子书 下载 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.
老爷子对概率和因果的区别还很有洞见的
评分看的很过瘾,对频率学派和贝叶斯学派都有反思
评分感觉写得不好. 如果要了解causal inference还是看标准的教材吧
评分Rubin在课上还喷了Judea一顿,表示看不惯这种拿概率图建模的方法。。不过do calculus如何只从数据中得到因果关系确实有趣。关于因果推断的模型到底哪个才是有用的,见仁见智吧
评分感觉写得不好. 如果要了解causal inference还是看标准的教材吧
拿到书之后读了两遍,第一遍是以欣赏和学习的态度,第二遍是以欣赏和怀疑的态度。学习和怀疑之后,谈谈读后感。 这本书的副标题是《关于因果关系的新科学》,显然,这本书是从科学角度论述因果关系的。这可能让大众诧异,为什么显而易见的因果关系,从科学角度却难以建立。甚至...
评分这本书着实烧脑,是讲因果关系的新科学,我实在不能用简明的语言来描述,要举的案例也有点冗长,我只能告诉你几个大的框架: 1 三级因果思维,原来我们的思想还能分出个三个层次,分别是观察,干预和想象,现在的人工智能还只达到第一级,大数据阶段[发呆] 2 回归均值,你知道...
评分拿到书之后读了两遍,第一遍是以欣赏和学习的态度,第二遍是以欣赏和怀疑的态度。学习和怀疑之后,谈谈读后感。 这本书的副标题是《关于因果关系的新科学》,显然,这本书是从科学角度论述因果关系的。这可能让大众诧异,为什么显而易见的因果关系,从科学角度却难以建立。甚至...
The Book of Why pdf epub mobi txt 电子书 下载 2024