John Rauser's Strata 2014 keynote argues that programmers can learn statistics quickly by simulating random processes and shuffling data. He explains p-values through resampling rather than formulas.
Why Hacker News points people here: HN recommends it as an excellent programmer-friendly explanation of p-values and statistical thinking.
“This is an excellent talk I attended a while ago that explains it very well from a programmer's perspective”HN comment, 2015
“This is an excellent talk I attended a while ago that explains it very well from a programmer's perspective”
Excellent explanation of p-values from a programmer's perspective
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This is an excellent talk I attended a while ago that explains it very well from a programmer's perspective: this video
RecommendsjrauserJan 2015
“if you can program, you have a huge advantage in learning statistics because you can simulate random processes”
Programmers can learn statistics by simulating random processes
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I have a talk in which I argue that if you can program, you have a huge advantage in learning statistics because you can simulate random processes and tinker with them to get an intuitive sense of the statistics involved. At Data Driven NYC: link Keynote at Strata+Hadoop World 2014: this video
RecommendsarmanboyaciMar 2025
“The presenters advocate using simulation/bootstrapping/shuffling methods instead of memorizing formulas.”
Advocates simulation and shuffling over memorizing formulas
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>Being able to apply statistics is like having a secret superpower. I totally with this sentence. BUT If you ask for my opinion, merely knowing a list of statistical formulas is not very helpful. Most of the time, people don’t remember the underlying assumptions, so there is a fair chance they will use them in inappropriate situations. I recommend watching these two YouTube videos. The presenters advocate using simulation/bootstrapping/shuffling methods instead of memorizing formulas. Jake Vanderplas - Statistics for Hackers link John Rauser - Statistics Without the Agonizing Pain this video
Cites itharveywiJun 2016
“Similar in spirit to John Rauser's 2014 Strata Conference + Hadoop World keynote”
Similar in spirit to Statistics for Hackers
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Similar in spirit to John Rauser's 2014 Strata Conference + Hadoop World keynote "Statistics Without the Agonizing Pain" ( this video ).