 | Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python
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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.
| English: Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python 2020: ISBN 149207294X Google books, Amazon |
 | Japanese (2020-06-11): 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 978-4-873-11926-7, Shinya Ohashi (supervised), Toshiaki Kurokawa (translated), O'Reilly Japan Inc. Google books, Amazon, Order here |
 | German (2021-03-29): Praktische Statistik für Data Scientists: 50+ essenzielle Konzepte mit R und Python 2021: ISBN 978-3-960-09153-0, Marcus Fraaß (Übersetzer), dpunkt.verlag GmbH Google books, Amazon Order here |
 | Korean (2021-05-07): Practical Statistics for Data Scientists: 데이터 과학을 위한 통계(2판) 2021: ISBN 979-1-162-24418-0, Junyong Lee (translation), Hanbit Media, Inc. Google books, Order here |
 | Polish (2021-06-16): Statystyka praktyczna w data science. 50 kluczowych zagadnien w jezykach R i Python 2021: ISBN 978-8-328-37427-0, Helion Google books, Amazon, Order here |
 | Russian (2021-05-31): Практическая статистика для специалистов Data Science, 2-е изд. 2021: ISBN 978-5-9775-6705-3, BHV St Petersburg Google books, Order here |
 | Chinese complex (2021-07-29): Practical Statistics for Data Scientists: 資料科學家的實用統計學 第二版 2021: ISBN 978-9-865-02841-1, Hong Weien (translation), GoTop Information Inc. Order here |
 | Chinese simplified (2021-10-15): Practical Statistics for Data Scientists: 数据科学中的实用统计学（第2版） 2021: ISBN 978-7-115-56902-8, Chen Guangxin (translation), Posts & Telecom Press Order here |
 | English (Indian subcontinent & select countries only): Practical Statistics for Data Scientists: 50+ Essential Concepts Using R And Python, Second Edition 2021: ISBN 978-8-194-43500-6, Shroff Publishers and Distributors Pvt. Ltd. Order here |
 | Spanish (2022-02-22): Estadística práctica para ciencia de datos con R y Python, Second Edition 2022: ISBN 978-8-426-73443-3, Marcombo S.A. Google books, Amazon, Order here |
 | Portuguese (2025-10-30): Estatística prática para cientistas de dados 2025: ISBN 978-8-550-82651-6 978-8-426-73443-3, Alta Books Editora Order here |
- The code repository for the first edition is at: https://github.com/andrewgbruce/statistics-for-data-scientists
We recommend using a conda environment to run the Python and R code.
conda create -n sfds #Create the conda environment named sfds. conda activate sfds #Activate the environment we created. conda env update -n sfds -f environment.yml #Update the depencies of the environment from environment.yml The full list of Python and R dependencies from the environment.yml file:
python jupyter pandas matplotlib scipy statsmodels wquantiles seaborn scikit-learn pygam dmba pydotplus imbalanced-learn prince xgboost graphviz numpy adjustText r-essentials r-base r-vioplot r-corrplot r-gmodels r-matrixstats r-lmperm r-pwr r-fnn r-klar r-dmwr r-xgboost r-ellipse r-mclust r-ca r-ggplot2 r-irkernel r-boot r-randomforest