……生计。我认为搞机器学习模型的人，有时对 false positive 的后果考虑得不够深。戴维·斯皮格霍特（David Spiegelhalter）的《统计的艺术》（The Art of Statistics）里有一节写得特别好，引发了我的深思。
…livelihoods. I think that people developing machine learning models sometimes don't think about the consequences of the false positives enough. There is a great section in David Spiegelhalter's book The Art of Statistics which got me thinking about this.
…new literature to me and prepare the ground for approaching those books by explaining the content and critically analysing it. Statistical literacy also helps - for this I've read David Spiegelhalter's Art of Statistics, which is for the lay reader. News-wise, single generally credible sources are hard to come by. The Guardian does good live blogs, especially on UK parliamentary debates. The New York Times has a solid…
……Fry https://www.amazon.com/Hello-World-Being-Human-Algorithms/dp... 《上帝掷骰子吗？不确定性的数学》（Do Dice Play God?: The Mathematics of Uncertainty）- Ian Stewart https://www.amazon.com/Dice-Play-God-Mathematics-Uncertainty... 《统计的艺术：如何从数据中学习》（The Art of Statistics: How to Learn from Data）- David Spiegelhalter https://www.amazon.com/Art-Statistics-How-Learn-Data/dp/1541...
…Fry https://www.amazon.com/Hello-World-Being-Human-Algorithms/dp... Do Dice Play God?: The Mathematics of Uncertainty - Ian Stewart https://www.amazon.com/Dice-Play-God-Mathematics-Uncertainty... The Art of Statistics: How to Learn from Data - David Spiegelhalter https://www.amazon.com/Art-Statistics-How-Learn-Data/dp/1541...
…which has a mission of improving the public's understanding of uncertainty but appears to be a lapsed project. One member of the project team is David Spiegelhalter, who is still writing. His book "The Art of Statistics" is an excellent book on the craft of inference. [0] https://mucollective.northwestern.edu/ [1] https://twitter.com/JessicaHullman [2] https://understandinguncertainty.org/
达雷尔·哈夫（Darrell Huff）的《统计数字会撒谎》（How To Lie With Statistics）[0]。另外，戴维·斯皮格霍特的《统计的艺术》[1] 前一两章里，有一个关于医学领域绝对率 vs 相对率/概率的绝佳例子。属于相当基础却非常重要的概念。[0] https://www.goodreads.com/book/show/51291.How_to_Lie_with_St... [1]…
Darrell Huff - How To Lie With Statistics[0]. And the first chapter or two of David Spiegelhalter - The Art of Statistics[1] has a good example of absolute vs relative rates/probabilities with respect to medicine. Pretty basic an important issue to understand. [0] https://www.goodreads.com/book/show/51291.How_to_Lie_with_St... [1]…
……生计。我认为搞机器学习模型的人，有时对 false positive 的后果考虑得不够深。戴维·斯皮格霍特（David Spiegelhalter）的《统计的艺术》（The Art of Statistics）里有一节写得特别好，引发了我的深思。
…livelihoods. I think that people developing machine learning models sometimes don't think about the consequences of the false positives enough. There is a great section in David Spiegelhalter's book The Art of Statistics which got me thinking about this.
……接触新文献，并通过解释内容和批判性分析，为深入研读这些书打下基础。具备统计素养也很有帮助——为此我读了戴维·斯皮格霍特的《统计的艺术》，这本书是专门面向门外汉的。至于新闻方面，单一且普遍靠谱的信源可遇不可求。《卫报》的图文直播做得很好，尤其是英国议会辩论。《纽约时报》则有扎实的……
…new literature to me and prepare the ground for approaching those books by explaining the content and critically analysing it. Statistical literacy also helps - for this I've read David Spiegelhalter's Art of Statistics, which is for the lay reader. News-wise, single generally credible sources are hard to come by. The Guardian does good live blogs, especially on UK parliamentary debates. The New York Times has a solid…
……Fry https://www.amazon.com/Hello-World-Being-Human-Algorithms/dp... 《上帝掷骰子吗？不确定性的数学》（Do Dice Play God?: The Mathematics of Uncertainty）- Ian Stewart https://www.amazon.com/Dice-Play-God-Mathematics-Uncertainty... 《统计的艺术：如何从数据中学习》（The Art of Statistics: How to Learn from Data）- David Spiegelhalter https://www.amazon.com/Art-Statistics-How-Learn-Data/dp/1541...
…Fry https://www.amazon.com/Hello-World-Being-Human-Algorithms/dp... Do Dice Play God?: The Mathematics of Uncertainty - Ian Stewart https://www.amazon.com/Dice-Play-God-Mathematics-Uncertainty... The Art of Statistics: How to Learn from Data - David Spiegelhalter https://www.amazon.com/Art-Statistics-How-Learn-Data/dp/1541...
……其宗旨是增进公众对“不确定性”的理解，不过现在看来项目似乎搁浅了。项目团队成员之一是大卫·斯皮格霍特，他现在还在笔耕不辍。他的那本《统计的艺术》是讲解推断这门手艺的绝佳读物。[0] https://mucollective.northwestern.edu/ [1] https://twitter.com/JessicaHullman [2] https://understandinguncertainty.org/
…which has a mission of improving the public's understanding of uncertainty but appears to be a lapsed project. One member of the project team is David Spiegelhalter, who is still writing. His book "The Art of Statistics" is an excellent book on the craft of inference. [0] https://mucollective.northwestern.edu/ [1] https://twitter.com/JessicaHullman [2] https://understandinguncertainty.org/
达雷尔·哈夫（Darrell Huff）的《统计数字会撒谎》（How To Lie With Statistics）[0]。另外，戴维·斯皮格霍特的《统计的艺术》[1] 前一两章里，有一个关于医学领域绝对率 vs 相对率/概率的绝佳例子。属于相当基础却非常重要的概念。[0] https://www.goodreads.com/book/show/51291.How_to_Lie_with_St... [1]…
Darrell Huff - How To Lie With Statistics[0]. And the first chapter or two of David Spiegelhalter - The Art of Statistics[1] has a good example of absolute vs relative rates/probabilities with respect to medicine. Pretty basic an important issue to understand. [0] https://www.goodreads.com/book/show/51291.How_to_Lie_with_St... [1]…
强烈推荐《统计的艺术》（The Art of Statistics）。https://www.goodreads.com/book/show/43722897-the-art-of-stat...
I highly recommend The Art of Statistics. https://www.goodreads.com/book/show/43722897-the-art-of-stat...