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Book recommendations #1

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demidovakatya opened this issue Jan 31, 2016 · 12 comments
Open

Book recommendations #1

demidovakatya opened this issue Jan 31, 2016 · 12 comments

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@demidovakatya
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what books are essential for a ML-specialist?

(or anything – if you want to share your thought, you're welcome).

@letfoolsdie
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Haven't read them myself, but heard a lot of positive reviews about these two:

  1. "the elements of statistical learning" http://web.stanford.edu/~hastie/local.ftp/Springer/OLD/ESLII_print4.pdf
  2. Understanding Machine Learning: From Theory to Algorithms" http://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/copy.html

@sagol
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sagol commented Jan 31, 2016

@re9ulus
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re9ulus commented Feb 1, 2016

Doing data science: http://shop.oreilly.com/product/0636920028529.do
R in action: https://www.manning.com/books/r-in-action
An Introduction to Statistical learning: http://www-bcf.usc.edu/~gareth/ISL/

@demidovakatya
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спасибо! 😄

добавила в Readme. как будет время, пособираю список литературы из слака.

@murych
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murych commented Feb 9, 2016

Не очень книги, но подборка 100 репозиториев по машинному обучению

@demidovakatya
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@murych спасибо, добавила 👍

@murych murych mentioned this issue Feb 21, 2016
@ZarubinArtem
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Отличная книга по статистике https://www.openintro.org/stat/textbook.php

@demidovakatya
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@ZarubinArtem, какая из них? 🙇
i 2016-02-28 at 06 21 31

@ZarubinArtem
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OpenIntro Statistics 3

@demidovakatya
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@ZarubinArtem, спасибо, ✔️

@Yorko
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Yorko commented Sep 23, 2016

Мы тут в Яндексе только что прошли курс одного из корифеев машинного обучения - Merhyar Mohri. Его книга "Foundations of Machine Learning" - точно лучшее, что мне приходилось читать в плане глобального теоретического взгляда на ML. Но, конечно, математика сложная.

@demidovakatya
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@Yorko спасибо, добавила!
#150f5ed

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