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Practical Statistics for Data Scientists:
50+ Essential Concepts Using R and Python by Peter Bruce, Andrew Bruce, and Peter Gedeck
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View the notebooks online:
Excecute the notebooks in Binder:
This can take some time if the binder environment needs to be rebuilt.
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English: Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python 2020: ISBN 149207294X Google books, Amazon |
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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 |
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German: Praktische Statistik für Data Scientists: 50+ essenzielle Konzepte mit R und Python 2021: ISBN 3960091532, Marcus Fraaß (Übersetzer) Google books, Amazon |
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Korean: Practical Statistics for Data Scientists: 데이터 과학을 위한 통계(2판) 2021: ISBN 9791162244180, Junyong Lee (translation) Google books, Hanbit media |
- The code repository for the first edition is at: https://github.com/andrewgbruce/statistics-for-data-scientists
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')
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