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2025-02-02
The Book of Why pdf epub mobi txt 电子书 下载 2025
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7-9章比较难懂,看来太前沿,不适合非学界人士,简单了解一下吧,再过两年深度学习碰壁以后估计会回归因果分析~实现强智能应该绕不开因果体系
评分very easy to read, 文笔流畅,想一口气读下去!可惜现在是凌晨一点。 有点想重拾两年前看了一点的他写的casuality了
评分年度唯二推荐的书
评分年度唯二推荐的书
2016年,在大数据的帮助下,人工智能(AI)围棋软件AlphaGo在系列赛中以4:1战胜了世界围棋顶尖高手李世石,震惊了全人类。 当时网络上有人戏谑道:“人工智能赢了不可怕,至少说明它还不懂得韬光隐晦,如果它假装输给人类,那才更加可怕。”这句看似戏言的话,却暗藏了人工智能...
评分这本书说的是人类思维中最重要的逻辑关系——因果关系。 人类的大脑中有强烈的因果直觉,这种直觉在正向判断中非常高效。当看到一件事情时,我们能够很有把握地判断出它可能导致的结果。但是反过来,我们的直觉往往不够有效。也就是说,当看到结果时,我们常常无法快速准确地推...
评分2016年,在大数据的帮助下,人工智能(AI)围棋软件AlphaGo在系列赛中以4:1战胜了世界围棋顶尖高手李世石,震惊了全人类。 当时网络上有人戏谑道:“人工智能赢了不可怕,至少说明它还不懂得韬光隐晦,如果它假装输给人类,那才更加可怕。”这句看似戏言的话,却暗藏了人工智能...
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 2025