The Book of Why 在线电子书 图书标签: 统计 逻辑 方法论 计算机 因果 哲学 科普 AI
发表于2024-12-22
The Book of Why 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024
三星半。书名应该是The book of why data isn't everything. 因果关系定义或者说哲学基础的缺乏使得所有讨论显得只是在反驳数据的推崇者:没有模型的统计不可能推导出因果关系。一些技术的部分受限于科普的题材又讲得不够清楚,不如直接读causality。
评分知其所以然。
评分每个人都是一部因果关系自动机。真要把人脑对因果的思维过程掰扯明白,还真是不容易。作者的因果模型,是把复杂问题简单化的经典例子了。
评分老爷爷的书刷第二遍了,怀着无比崇敬的心情。我想我的新年愿望就是把这书再刷几遍,然后争取看懂老爷爷的其他书
评分详细解读了相关性和因果性的本质区别,提出了基于数学推导,结合symobolic的人类知识和numerical的数据的解决方法
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.
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.
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 ...
评分 评分作为一名学习经管类专业的学生,这本书给了我许多更深入的思考。作者作为人工智能领域的专家,对于因果关系的理解鞭辟入里,使人茅塞顿开。例如开篇提及,在统计学课程上,学生们经常被教导“相关性不代表因果”,但往往很多的教导都止步于此——学生们知道了什么不是因果,却...
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...
评分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 ...
The Book of Why 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024