anshu0612 / practical-statistics-for-data-scientists

Code repository for O'Reilly book

Code repository

Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python by Peter Bruce, Andrew Bruce, and Peter Gedeck Publisher: O'Reilly Media; 2 edition (June 9, 2020) ISBN-13: 978-1492072942 Buy on Amazon Errata: http://oreilly.com/catalog/errata.csp?isbn=9781492072942

Online

View the notebooks online:

Excecute the notebooks in Binder:

This can take some time if the binder environment needs to be rebuilt.

Other language versions

	English: Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python 2020: ISBN 149207294X Google books, Amazon
	Japanese: データサイエンスのための統計学入門 第2版 ―予測、分類、統計モデリング、統計的機械学習とR/Pythonプログラミング 2020: ISBN 487311926X, Shinya Ohashi (supervised), Toshiaki Kurokawa (translated) Google books, Amazon
	German: Praktische Statistik für Data Scientists: 50+ essenzielle Konzepte mit R und Python  2021: ISBN 3960091532, Marcus Fraaß (Übersetzer) Google books, Amazon
	Korean: Practical Statistics for Data Scientists: 데이터 과학을 위한 통계(2판) 2021: ISBN 9791162244180, Junyong Lee (translation) Google books, Hanbit media
	Polish: Statystyka praktyczna w data science. 50 kluczowych zagadnien w jezykach R i Python 2021: ISBN 9788328374270 Google books, Amazon, Helion

See also

• The code repository for the first edition is at: https://github.com/andrewgbruce/statistics-for-data-scientists

Setup R and Python environments

R

Run the following commands in R to install all required packages

if (!require(vioplot)) install.packages('vioplot')
if (!require(corrplot)) install.packages('corrplot')
if (!require(gmodels)) install.packages('gmodels')
if (!require(matrixStats)) install.packages('matrixStats')

if (!require(lmPerm)) install.packages('lmPerm')
if (!require(pwr)) install.packages('pwr')

if (!require(FNN)) install.packages('FNN')
if (!require(klaR)) install.packages('klaR')
if (!require(DMwR)) install.packages('DMwR')

if (!require(xgboost)) install.packages('xgboost')

if (!require(ellipse)) install.packages('ellipse')
if (!require(mclust)) install.packages('mclust')
if (!require(ca)) install.packages('ca')

Python

We recommend to use a conda environment to run the Python code.

conda create -n sfds python
conda activate sfds
conda env update -n sfds -f environment.yml