Applied Statistics and Data Mining

ウェブシステムデザインプログラムの中の１単元です。

• Deep Learning (邦訳)
  • 著者による講義のスライド
• Introduction to Statistical Learning with Applications in R
  • (Web) http://www-bcf.usc.edu/~gareth/ISL/
  • (PDF) http://www-bcf.usc.edu/~gareth/ISL/ISLR%20Seventh%20Printing.pdf
  • 和訳 「Rによる統計的学習入門」 朝倉書店 https://www.asakura.co.jp/books/isbn/978-4-254-12224-4/
  • GitHub
    • https://github.com/tdpetrou/Machine-Learning-Books-With-Python
    • https://github.com/JWarmenhoven/ISLR-python
    • https://github.com/qx0731/ISL_python
    • https://github.com/tdpetrou/Machine-Learning-Books-With-Python/tree/master/Introduction%20to%20Statistical%20Learning
    • https://yuany-pku.github.io/2018_math4432/

http://www.deeplearningbook.org/slides/02_linear_algebra.pdf

http://www.deeplearningbook.org/slides/03_prob.pdf

http://www.deeplearningbook.org/slides/04_numerical.pdf

http://www.deeplearningbook.org/slides/05_ml.pdf