
贝叶斯思维
Think Bayes
Allen B. Downey · 初版 2013 年
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为什么值得读
- 成功化解了以往对统计与概率的畏难情绪
- 数学复杂度和难度较低,极其适合入门
- 作者在网站提供了免费阅读版本
<h2>Printing History</h2> <dl> <dt>2013年9月:</dt><dd>First Edition</dd> <dt>2013-09-10:</dt><dd>First release</dd> <dt>2014-02-10:</dt><dd>Second release</dd> <dt>2014-08-22:</dt><dd>Third release</dd> <dt>2016-06-03:</dt><dd>Fourth release</dd> </dl>
Hacker News 上怎么说
正在加载完整评论……
作者 Alan B. Downey 发布了不少免费书:去看看 http://www.greenteapress.com/ ,里面包括:《Think Python》: http://www.greenteapress.com/thinkpython/thinkpython.html 《Think Bayes》: http://www.greenteapress.com/thinkbayes/index.html 《Think Complexity》: http://www.greenteapress.com/complexity/index.html 《Think Stats》: http://www.greenteapress.com/thinkstats/index.html
The author Alan B. Downey has released quite a few free books: Check out http://www.greenteapress.com/ including: Think Python : http://www.greenteapress.com/thinkpython/thinkpython.html Think Bayes : http://www.greenteapress.com/thinkbayes/index.html Think Complexity : http://www.greenteapress.com/complexity/index.html Think Stats : http://www.greenteapress.com/thinkstats/index.html
……语言) 3. 《Internet Core Protocols: The Definitive Guide》- Hall(谈不上有多惊艳,但在我看来,这是每个人都该懂的东西) 4. 《Applied Cryptography》- Schneier 5. 《Think Bayes》- Downey 6. 《Interconnections: Bridges, Routers, Switches and Internetworking Protocols》- Perlman
…language) 3. Internet Core Protocols: The Definitive Guide - Hall (not a work of any particular genius, but this is stuff everyone should know, in my opinion) 4. Applied Cryptography - Schneier 5. Think Bayes - Downey 6. Interconnections: Bridges, Routers, Switches and Internetworking Protocols - Perlman
……很高兴看到我不是一个人。线性代数我没啥好推荐的,但关于统计和概率(我以前一直觉得这俩很劝退),Allen Downey 的《Think Stats》和《Think Bayes》确实很管用。
…glad to see I'm not the only one. I don't have any recommendations for linear algebra, but for stats and probability (which I always found intimidating in the past), Allen Downey's "Think Stats" and "Think Bayes" did the trick.
……(Bishop): http://www.amazon.com/Pattern-Recognition-Learning-Informati... 关于贝叶斯统计和图模型,有一些非常棒的资源/书籍。我按(大致)难度/数学复杂度的递增顺序把它们列出来了:《Think Bayes》(Downey):http://www.amazon.com/Think-Bayes-Allen-B-Downey/dp/14493707... 《Bayesian Methods for Hackers》(Davidson-Pilon 等人):https://github.com/CamDavidsonPilon/Probabilistic-Programmin... Doing Bayesian……
…(Bishop): http://www.amazon.com/Pattern-Recognition-Learning-Informati... There are some great resources/books for Bayesian statistics 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…
这书跟下面这些比起来怎么样/有什么异同? - Wasserman 的《All of Statistics》(我还没读过/做过里面的题) - Downey 的《Think Stats》和《Think Bayes》(我零零散散读过一些,觉得写得太棒了) - 其他知名的统计学或概率论教材?
How does it compare/contrast with: - Wasserman's All of Statistics? (which I haven't read/worked on) - Downey's Think Stats and Think Bayes? (which I've read in bits and pieces and have found amazing) - Any other well known Stats or Probability text?
一个用 Python 讲解贝叶斯统计的优质(免费)资源:Downey 的《Think Bayes》http://www.greenteapress.com/thinkbayes/
A good (free) explanation of Bayesian Stats using Python: Downey's Think Bayes http://www.greenteapress.com/thinkbayes/