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<table width='100%'> <tr> <td><img src='images/OReilly-english.jpg' width=300></td> <td> <p><b>Practical Statistics for Data Scientists:</b></p> <p>50+ Essential Concepts Using R and Python<br> by Peter Bruce, Andrew Bruce, and <a href="https://www.amazon.com/Peter-Gedeck/e/B082BJZJKX/?&_encoding=UTF8&tag=petergedeck-20&linkCode=ur2&linkId=089cd2d466348aa1e598aab0a42aa207&camp=1789&creative=9325">Peter Gedeck</a></p> <ul> <li>Publisher: <a href="https://oreil.ly/practicalStats_dataSci_2e">O'Reilly Media</a>; 2nd edition (June 9, 2020)</li> <li>ISBN-13: 978-1492072942</li> <li>Buy on <a href="https://www.amazon.com/Practical-Statistics-Data-Scientists-Essential/dp/149207294X?&_encoding=UTF8&tag=petergedeck-20&linkCode=ur2&linkId=71ac36e6b2d734c5dc9d7d432a1a860c&camp=1789&creative=9325">Amazon</a></li> <li>Errata: <a href="http://oreilly.com/catalog/errata.csp?isbn=9781492072942">http://oreilly.com/catalog/errata.csp?isbn=9781492072942</a></li> </ul> </td> </tr> </table>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
<table> <tr> <td><img src='images/OReilly-english.jpg' width=200></td> <td><b>English:</b><br> Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python<br> 2020: ISBN 149207294X<br> <a href='https://www.google.com/books/edition/Practical_Statistics_for_Data_Scientists/F2bcDwAAQBAJ?hl=en'>Google books</a>, <a href="https://www.amazon.com/Practical-Statistics-Data-Scientists-Essential/dp/149207294X?&_encoding=UTF8&tag=petergedeck-20&linkCode=ur2&linkId=01266bb457a44268bc7efdb80d6c7312&camp=1789&creative=9325">Amazon</a> </td> </tr> <tr> <td><img src='images/OReilly-japanese.jpg' width=200></td> <td><b>Japanese (2020-06-11):</b><br> 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 <br> 2020: ISBN 978-4-873-11926-7, Shinya Ohashi (supervised), Toshiaki Kurokawa (translated), O'Reilly Japan Inc.<br> <a href='https://www.google.com/books/edition/%E3%83%87%E3%83%BC%E3%82%BF%E3%82%B5%E3%82%A4%E3%82%A8%E3%83%B3%E3%82%B9%E3%81%AE%E3%81%9F%E3%82%81%E3%81%AE%E7%B5%B1/d7EJzgEACAAJ?hl=en'>Google books</a>, <a href='https://www.amazon.co.jp/%E3%83%87%E3%83%BC%E3%82%BF%E3%82%B5%E3%82%A4%E3%82%A8%E3%83%B3%E3%82%B9%E3%81%AE%E3%81%9F%E3%82%81%E3%81%AE%E7%B5%B1%E8%A8%88%E5%AD%A6%E5%85%A5%E9%96%80-%E2%80%95%E4%BA%88%E6%B8%AC%E3%80%81%E5%88%86%E9%A1%9E%E3%80%81%E7%B5%B1%E8%A8%88%E3%83%A2%E3%83%87%E3%83%AA%E3%83%B3%E3%82%B0%E3%80%81%E7%B5%B1%E8%A8%88%E7%9A%84%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%81%A8R-Python%E3%83%97%E3%83%AD%E3%82%B0%E3%83%A9%E3%83%9F%E3%83%B3%E3%82%B0-Peter-Bruce/dp/487311926X'>Amazon</a>, <a href='https://www.oreilly.co.jp/books/9784873119267/'>Order here</a> </td> </tr> <tr> <td><img src='images/OReilly-german.jpg' width=200></td> <td><b>German (2021-03-29):</b><br> Praktische Statistik für Data Scientists: 50+ essenzielle Konzepte mit R und Python <br> 2021: ISBN 978-3-960-09153-0, Marcus Fraaß (Übersetzer), dpunkt.verlag GmbH<br> <a href='https://www.google.com/books/edition/Praktische_Statistik_f%C3%BCr_Data_Scientist/yeMCzgEACAAJ?hl=en'>Google books</a>, <a href='https://www.amazon.de/Praktische-Statistik-f%C3%BCr-Data-Scientists/dp/3960091532'>Amazon</a> <a href='https://dpunkt.de/produkt/praktische-statistik-fuer-data-scientists/'>Order here</a> </td> </tr> <tr> <td><img src='images/OReilly-korean.jpg' width=200></td> <td><b>Korean (2021-05-07):</b><br> Practical Statistics for Data Scientists: 데이터 과학을 위한 통계(2판)<br> 2021: ISBN 979-1-162-24418-0, Junyong Lee (translation), Hanbit Media, Inc. <br> <a href='https://www.google.com/books/edition/%EB%8D%B0%EC%9D%B4%ED%84%B0_%EA%B3%BC%ED%95%99%EC%9D%84_%EC%9C%84%ED%95%9C_%ED%86%B5%EA%B3%84_2%ED%8C%90/9E9qzgEACAAJ?hl=en'>Google books</a>, <a href='https://www.hanbit.co.kr/store/books/look.php?p_code=B2862122581'>Order here</a> </td> </tr> <tr> <td><img src='images/OReilly-polish.jpg' width=200></td> <td><b>Polish (2021-06-16):</b><br> Statystyka praktyczna w data science. 50 kluczowych zagadnien w jezykach R i Python<br> 2021: ISBN 978-8-328-37427-0, Helion <br> <a href='https://www.google.com/books/edition/Statystyka_praktyczna_w_data_science/GyqSzgEACAAJ'>Google books</a>, <a href="https://www.amazon.com/Statystyka-praktyczna-science-kluczowych-zagadnien/dp/8328374277/?&_encoding=UTF8&tag=petergedeck-20&linkCode=ur2&linkId=9cccbcaa580dac9d36976d8b69b66f7a&camp=1789&creative=9325">Amazon</a>, <a href='https://helion.pl/ksiazki/statystyka-praktyczna-w-data-science-50-kluczowych-zagadnien-w-jezykach-r-i-python-wydanie-ii-peter-bruce-andrew-bruce-peter-gedeck,stpra2.htm'>Order here</a> </td> </tr> <tr> <td><img src='images/OReilly-russian.png' width=200></td> <td><b>Russian (2021-05-31):</b><br> Практическая статистика для специалистов Data Science, 2-е изд.<br> 2021: ISBN 978-5-9775-6705-3, BHV St Petersburg <br> <a href='https://www.google.com/books/edition/%D0%9F%D1%80%D0%B0%D0%BA%D1%82%D0%B8%D1%87%D0%B5%D1%81%D0%BA%D0%B0%D1%8F_%D1%81%D1%82%D0%B0%D1%82%D0%B8%D1%81%D1%82/l_6MDwAAQBAJ'>Google books</a>, <a href='https://bhv.ru/product/prakticheskaya-statistika-dlya-spetsialistov-data-science-2-e-izd/'>Order here</a> </td> </tr> <tr> <td><img src='images/OReilly-chinese-complex.png' width=200></td> <td><b>Chinese complex (2021-07-29):</b><br> Practical Statistics for Data Scientists: 資料科學家的實用統計學 第二版<br> 2021: ISBN 978-9-865-02841-1, Hong Weien (translation), GoTop Information Inc. <br> <!-- <a href='https://www.google.com/books/edition/'>Google books</a>, --> <a href='http://books.gotop.com.tw/o_A643'>Order here</a> </td> </tr> <tr> <td><img src='images/OReilly-chinese.png' width=200></td> <td><b>Chinese simplified (2021-10-15):</b><br> Practical Statistics for Data Scientists: 数据科学中的实用统计学（第2版）<br> 2021: ISBN 978-7-115-56902-8, Chen Guangxin (translation), Posts & Telecom Press <br> <!-- <a href='https://www.google.com/books/edition/'>Google books</a>, --> <a href='https://item.jd.com/12971155.html'>Order here</a> </td> </tr> <tr> <td><img src='images/SPD-english.png' width=200></td> <td><b>English (Indian subcontinent & select countries only):</b><br> Practical Statistics for Data Scientists: 50+ Essential Concepts Using R And Python, Second Edition<br> 2021: ISBN 978-8-194-43500-6, Shroff Publishers and Distributors Pvt. Ltd. <br> <!-- <a href='https://www.google.com/books/edition/'>Google books</a>, --> <a href='https://www.shroffpublishers.com/books/9788194435006/'>Order here</a> </td> </tr> <tr> <td><img src='images/OReilly-spanish.png' width=200></td> <td><b>Spanish (2022-02-22):</b><br> Estadística práctica para ciencia de datos con R y Python, Second Edition<br> 2022: ISBN 978-8-426-73443-3, Marcombo S.A. <br> <a href='https://books.google.com/books?id=IZxeEAAAQBAJ'>Google books</a>, <a href="https://www.amazon.com/Estad%25C3%25ADstica-pr%25C3%25A1ctica-ciencia-datos-Python/dp/842673443X/?&_encoding=UTF8&tag=petergedeck-20&linkCode=ur2&linkId=6946ee487a7aeee619508c0ca6aa25f4&camp=1789&creative=9325">Amazon</a>, <a href='https://www.marcombo.com/estadistica-practica-para-ciencia-de-datos-con-r-y-python-9788426734433/'>Order here</a> </td> </tr> </table>See also
- The code repository for the first edition is at: <a href="https://github.com/andrewgbruce/statistics-for-data-scientists">https://github.com/andrewgbruce/statistics-for-data-scientists</a>
Setup of R and Python environments
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