如果你对贝叶斯方法的实战应用感兴趣（而且你喜欢 Python），可以看看我们的开源项目/图书《Bayesian Methods for Hackers》：https://github.com/CamDavidsonPilon/Probabilistic-Programmin... 我们的目标是给非数学专业的人提供超酷的工具和方法，来解决原本非常棘手的问题。而且它完全……
If you are interested in the practical practice of Bayesian methods (and you love Python), check out our open-source project/book Bayesian Methods for Hackers: https://github.com/CamDavidsonPilon/Probabilistic-Programmin... We aim to empower the non-mathematician with really cool tools and methods to solve otherwise very difficult problems. Plus it's all…
……在 X 领域的正规背景。《Machine Learning for Hackers》http://www.amazon.co.uk/Machine-Learning-Hackers-Drew-Conway... 《Design for Hackers》http://www.amazon.co.uk/Design-Hackers-Reverse-Engineering-B... 《Bayesian Methods for Hackers》http://www.amazon.co.uk/Bayesian-Methods-Hackers-Probabilist... 编辑补充：我不是作者，但你可以在下面的链接找到《Bayesian Methods for Hackers》（作者免费放出的）。我觉得它……
…formal background in X. Machine Learning for Hackers http://www.amazon.co.uk/Machine-Learning-Hackers-Drew-Conway... Design for Hackers http://www.amazon.co.uk/Design-Hackers-Reverse-Engineering-B... Bayesian Methods for Hackers http://www.amazon.co.uk/Bayesian-Methods-Hackers-Probabilist... EDIT: I'm not the author, but you can find Bayesian Methods for Hackers (free, released by the author) at the link below. I think it's…
Probabilistic Programming & Bayesian Methods for Hackers [1] by Cameron Davidson-Pilon is exactly what you want, starting from a computational-first perspective, then introducing the maths later, although it uses PyMC rather than Stan. It's freely available…
If you're looking for some Bayesian Stats books that require very little math/stats, I'd recommend starting with these two: Think Bayes by Allen Downey:https://allendowney.github.io/ThinkBayes2/ Bayesian Methods for Hackers by Cam Davidson-Pilon: https://dataorigami.net/Probabilistic-Programming-and-Bayesi... They're both an excellent warm up for Statistical Rethinking.
……和概率图模型。我按难度/数学复杂度的（大致）升序把它们列出来了：《Think Bayes》（Downey 著）：http://www.amazon.com/Think-Bayes-Allen-B-Downey/dp/14493707... 《Bayesian Methods for Hackers》（Davidson-Pilon 等著）：https://github.com/CamDavidsonPilon/Probabilistic-Programmin... 《Doing Bayesian Data Analysis》（Kruschke 著），又名“小狗书”：http://www.amazon.com/Doing-Bayesian-Data-Analysis-Second/dp...……
…and graphical models. I've listed them in (approximate) order of increasing difficulty/mathematical complexity: Think Bayes (Downey): http://www.amazon.com/Think-Bayes-Allen-B-Downey/dp/14493707... Bayesian Methods for Hackers (Davidson-Pilon et al): https://github.com/CamDavidsonPilon/Probabilistic-Programmin... Doing Bayesian Data Analysis (Kruschke), aka "the puppy book": http://www.amazon.com/Doing-Bayesian-Data-Analysis-Second/dp...…
If someone wants a more interactive companion-book targeted more towards Python developers, check out "Probabilistic Programming & Bayesian Methods for Hackers": http://camdavidsonpilon.github.io/Probabilistic-Programming-... Relevant quote: > "I ... read this book ... I like it!" - Andrew Gelman
如果你对贝叶斯方法的实战应用感兴趣（而且你喜欢 Python），可以看看我们的开源项目/图书《Bayesian Methods for Hackers》：https://github.com/CamDavidsonPilon/Probabilistic-Programmin... 我们的目标是给非数学专业的人提供超酷的工具和方法，来解决原本非常棘手的问题。而且它完全……
If you are interested in the practical practice of Bayesian methods (and you love Python), check out our open-source project/book Bayesian Methods for Hackers: https://github.com/CamDavidsonPilon/Probabilistic-Programmin... We aim to empower the non-mathematician with really cool tools and methods to solve otherwise very difficult problems. Plus it's all…
……在 X 领域的正规背景。《Machine Learning for Hackers》http://www.amazon.co.uk/Machine-Learning-Hackers-Drew-Conway... 《Design for Hackers》http://www.amazon.co.uk/Design-Hackers-Reverse-Engineering-B... 《Bayesian Methods for Hackers》http://www.amazon.co.uk/Bayesian-Methods-Hackers-Probabilist... 编辑补充：我不是作者，但你可以在下面的链接找到《Bayesian Methods for Hackers》（作者免费放出的）。我觉得它……
…formal background in X. Machine Learning for Hackers http://www.amazon.co.uk/Machine-Learning-Hackers-Drew-Conway... Design for Hackers http://www.amazon.co.uk/Design-Hackers-Reverse-Engineering-B... Bayesian Methods for Hackers http://www.amazon.co.uk/Bayesian-Methods-Hackers-Probabilist... EDIT: I'm not the author, but you can find Bayesian Methods for Hackers (free, released by the author) at the link below. I think it's…
Cameron Davidson-Pilon 写的《Probabilistic Programming & Bayesian Methods for Hackers》[1] 正是你想要的，从计算优先的角度切入，后面才引入数学，不过它用的是 PyMC 而不是 Stan。它是免费公开的……
Probabilistic Programming & Bayesian Methods for Hackers [1] by Cameron Davidson-Pilon is exactly what you want, starting from a computational-first perspective, then introducing the maths later, although it uses PyMC rather than Stan. It's freely available…
如果你在找一些对数学/统计要求极低的贝叶斯统计书籍，我建议从这两本入门：Allen Downey 的《Think Bayes》：https://allendowney.github.io/ThinkBayes2/ Cam Davidson-Pilon 的《Bayesian Methods for Hackers》：https://dataorigami.net/Probabilistic-Programming-and-Bayesi... 这两本都非常适合作为《Statistical Rethinking》的热身读物。
If you're looking for some Bayesian Stats books that require very little math/stats, I'd recommend starting with these two: Think Bayes by Allen Downey:https://allendowney.github.io/ThinkBayes2/ Bayesian Methods for Hackers by Cam Davidson-Pilon: https://dataorigami.net/Probabilistic-Programming-and-Bayesi... They're both an excellent warm up for Statistical Rethinking.
……和概率图模型。我按难度/数学复杂度的（大致）升序把它们列出来了：《Think Bayes》（Downey 著）：http://www.amazon.com/Think-Bayes-Allen-B-Downey/dp/14493707... 《Bayesian Methods for Hackers》（Davidson-Pilon 等著）：https://github.com/CamDavidsonPilon/Probabilistic-Programmin... 《Doing Bayesian Data Analysis》（Kruschke 著），又名“小狗书”：http://www.amazon.com/Doing-Bayesian-Data-Analysis-Second/dp...……
…and graphical models. I've listed them in (approximate) order of increasing difficulty/mathematical complexity: Think Bayes (Downey): http://www.amazon.com/Think-Bayes-Allen-B-Downey/dp/14493707... Bayesian Methods for Hackers (Davidson-Pilon et al): https://github.com/CamDavidsonPilon/Probabilistic-Programmin... Doing Bayesian Data Analysis (Kruschke), aka "the puppy book": http://www.amazon.com/Doing-Bayesian-Data-Analysis-Second/dp...…
如果有人想要一本互动性更强、更面向 Python 开发者的配套读物，可以看看《Probabilistic Programming & Bayesian Methods for Hackers》：http://camdavidsonpilon.github.io/Probabilistic-Programming-... 相关引言：> “我……读了这本书……我挺喜欢的！”——Andrew Gelman
If someone wants a more interactive companion-book targeted more towards Python developers, check out "Probabilistic Programming & Bayesian Methods for Hackers": http://camdavidsonpilon.github.io/Probabilistic-Programming-... Relevant quote: > "I ... read this book ... I like it!" - Andrew Gelman