Computer Age Statistical Inference: Algorithms, Evidence and Data Science
1–10 of 29 posts
Re: Computer Age Statistical Inference: Algorithms, Evidence and Data Science
#2direct link to pdf, https://web.stanford.edu/~hastie/CASI_files/PDF/casi.pdf
Re: Computer Age Statistical Inference: Algorithms, Evidence and Data Science
#3Awesome! I love the recent trend of making these books freely available.
Re: Computer Age Statistical Inference: Algorithms, Evidence and Data Science
#4Another amazing book from Hastie/Efron. The ISLR book was my first foray into ML and landed me my current job. Will be sure to devour this one as well!
Re: Computer Age Statistical Inference: Algorithms, Evidence and Data Science
#5For those who know, How does this book differ from Foundations of Data Science by Blum/Hopcroft/Kannan ?
http://www.cs.cornell.edu/jeh/book%20June%2014,%202017pdf.pd... ?
Re: Computer Age Statistical Inference: Algorithms, Evidence and Data Science
#6Another amazing book from Hastie/Efron. The ISLR book was my first foray into ML and landed me my current job. Will be sure to devour this one as well!
Can you specify which book you mean, when you say "ISLR"?
Thanks!
Re: Computer Age Statistical Inference: Algorithms, Evidence and Data Science
#7Another amazing book from Hastie/Efron. The ISLR book was my first foray into ML and landed me my current job. Will be sure to devour this one as well!
Can you specify which book you mean, when you say "ISLR"? Thanks!
This one: http://www-bcf.usc.edu/~gareth/ISL/
Not to be confused with this one: https://web.stanford.edu/~hastie/ElemStatLearn/ (a.k.a. ESL)
Re: Computer Age Statistical Inference: Algorithms, Evidence and Data Science
#8For those who know, How does this book differ from Foundations of Data Science by Blum/Hopcroft/Kannan ? http://www.cs.cornell.edu/jeh/book%20June%2014,%202017pdf.pd... ?
comparing the contents the efron hastie book is something like the "gentle introduction to ___" books you see in math. as opposed to the hopcroft book which i've had on my digital shelf for a while now - it's no joke wrt mathematical maturity and depth.
Re: Computer Age Statistical Inference: Algorithms, Evidence and Data Science
#9Awesome! I love the recent trend of making these books freely available.
This is good too: http://genomicsclass.github.io/book/ also at https://leanpub.com/dataanalysisforthelifesciences
Re: Computer Age Statistical Inference: Algorithms, Evidence and Data Science
#10Efron is the creator of bootstrap.
Hastie iirc is one of the two responsible for LASSO, Ridge, and I think elasticnet.