概率导论
Introduction to Probability
Joseph K. Blitzstein、Jessica Hwang · 初版 2014 年
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《概率论导论》源自哈佛大学广受赞誉的统计学讲座，为理解统计学、随机性和不确定性提供了基本的语言和工具。本书探讨了广泛的应用和实例，从巧合与悖论到 Google PageRank 和马尔可夫链蒙特卡洛（MCMC）。书中还探索了遗传学、医学、计算机科学和信息论等应用领域。印刷版包含一个代码，可免费访问电子书版本。作者以平易近人的风格呈现材料，并激发
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……Metacademy (http://metacademy.org) 如果你只是想了解机器学习是干什么的，这是最好的网站。* Better Explained (https://betterexplained.com/) 如果你需要复习一些数学 * 《Introduction to Probability》(https://smile.amazon.com/Introduction-Probability-Chapman-St...) * 斯坦福 EE263：线性动力系统导论 (http://ee263.stanford.edu/) 初学者：* 吴恩达的课程 (http://cs229.stanford.edu)……
…Metacademy (http://metacademy.org) If you just want to check out what ML is about this is the best site. * Better Explained (https://betterexplained.com/) if you need to brush up on some of the math * Introduction to Probability (https://smile.amazon.com/Introduction-Probability-Chapman-St...) * Stanford EE263: Introduction to Linear Dynamical Systems (http://ee263.stanford.edu/) Beginner: * Andrew Ng's class (http://cs229.stanford.edu)…
《Introduction to Probability》非常棒。它真正为学术书树立了标杆 https://www.amazon.com/Introduction-Probability-Chapman-Stat...
"Introduction to probability" is amazing. It really set the bar for what an academic book could be https://www.amazon.com/Introduction-Probability-Chapman-Stat...
……《宇宙：穿越伟大证明、问题与人物字母之旅》（Universe: An Alphabetical Journey Through the Great Proofs, Problems, and Personalities）（William Dunham） - 《零碎：以视觉为重点介绍概率与决策》（Odds & Ends: Introducing Probability & Decision with a Visual Emphasis）（Jonathan Weisberg） - 《概率导论》（Introduction to Probability）（Joseph K. Blitzstein, Jessica Hwang） - 《方程的秘密生活：50 个最伟大的方程及其运作方式》（The Secret Life of Equations: The 50 Greatest Equations and How They Work）（Richard Cochrane） - 《欧拉之宝：多面体公式与拓扑学的诞生》（Euler's Gem: The Polyhedron Formula and the Birth of Topology）……
…Universe: An Alphabetical Journey Through the Great Proofs, Problems, and Personalities (William Dunham) - Odds & Ends: Introducing Probability & Decision with a Visual Emphasis (Jonathan Weisberg) - Introduction to Probability (Joseph K. Blitzstein, Jessica Hwang) - The Secret Life of Equations: The 50 Greatest Equations and How They Work (Richard Cochrane) - Euler's Gem: The Polyhedron Formula and the Birth of Topology…
我推荐 Joseph K Blitzstein 和 Jessica Hwang 的《Introduction to Probability》。这本书很难。真的很难。不过，你在做作业时确实会进行“刻意练习”。让我困扰的是，作者……
I recommend "Introduction to Probability" by Joseph K Blitzstein and Jessica Hwang. This book is tough. Really tough. However, you are really going to do "deliberate practice" while having a go on the assignments. It bothers me that the author…
哈佛的 Stat110，由 Joseph Blitzstein 讲授，配套书《Introduction to Probability》 - https://projects.iq.harvard.edu/stat110/youtube
Harvard's Stat110 by Joseph Blitzstein and the accompanying book Introduction to Probability - https://projects.iq.harvard.edu/stat110/youtube
我特别喜欢 George Casella 和 Roger Lee Berger 的《Statistical Inference》。你也可以看看 Joseph K. Blitzstein 和 Jessica Hwang 的《Introduction to Probability》（这里可免费获取：http://probabilitybook.net （重定向到 drive））。
I particularly like Statistical Inference by George Casella and Roger Lee Berger. You could also look at Introduction to Probability by Joseph K. Blitzstein and Jessica Hwang (available for free here: http://probabilitybook.net (redirects to drive)).