Practical-statistics-for-data-scientists - Code repository for O'Reilly book

Overview

Code repository

Practical Statistics for Data Scientists:

50+ Essential Concepts Using R and Python

by Peter Bruce, Andrew Bruce, and Peter Gedeck

Online

View the notebooks online: nbviewer

Excecute the notebooks in Binder: 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

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
Some useful extensions for Matplotlib.

mplx Some useful extensions for Matplotlib. Contour plots for functions with discontinuities plt.contour mplx.contour(max_jump=1.0) Matplotlib has pro

Nico Schlömer 519 Dec 30, 2022
DALLE-tools provided useful dataset utilities to improve you workflow with WebDatasets.

DALLE tools DALLE-tools is a github repository with useful tools to categorize, annotate or check the sanity of your datasets. Installation Just clone

11 Dec 25, 2022
A library for bridging Python and HTML/Javascript (via Svelte) for creating interactive visualizations

A library for bridging Python and HTML/Javascript (via Svelte) for creating interactive visualizations

Anthropic 98 Dec 27, 2022
Rubrix is a free and open-source tool for exploring and iterating on data for artificial intelligence projects.

Open-source tool for exploring, labeling, and monitoring data for AI projects

Recognai 1.5k Jan 07, 2023
Drag’n’drop Pivot Tables and Charts for Jupyter/IPython Notebook, care of PivotTable.js

pivottablejs: the Python module Drag’n’drop Pivot Tables and Charts for Jupyter/IPython Notebook, care of PivotTable.js Installation pip install pivot

Nicolas Kruchten 512 Dec 26, 2022
This GitHub Repository contains Data Analysis projects that I have completed so far! While most of th project are focused on Data Analysis, some of them are also put here to show off other skills that I have learned.

Welcome to my Data Analysis projects page! This GitHub Repository contains Data Analysis projects that I have completed so far! While most of th proje

Kyle Dini 1 Jan 31, 2022
Matplotlib colormaps from the yt project !

cmyt Matplotlib colormaps from the yt project ! Colormaps overview The following colormaps, as well as their respective reversed (*_r) versions are av

The yt project 5 Sep 16, 2022
Color maps for POV-Ray v3.7 from the Plasma, Inferno, Magma and Viridis color maps in Python's Matplotlib

POV-Ray-color-maps Color maps for POV-Ray v3.7 from the Plasma, Inferno, Magma and Viridis color maps in Python's Matplotlib. The include file Color_M

Tor Olav Kristensen 1 Apr 05, 2022
100 data puzzles for pandas, ranging from short and simple to super tricky (60% complete)

100 pandas puzzles Puzzles notebook Solutions notebook Inspired by 100 Numpy exerises, here are 100* short puzzles for testing your knowledge of panda

Alex Riley 1.9k Jan 08, 2023
simple tool to paint axis x and y

simple tool to paint axis x and y

G705 1 Oct 21, 2021
Shaded 😎 quantile plots

shadyquant 😎 This python package allows you to quantile and plot lines where you have multiple samples, typically for visualizing uncertainty. Your d

Mehrad Ansari 13 Sep 29, 2022
A simple code for plotting figure, colorbar, and cropping with python

Python Plotting Tools This repository provides a python code to generate figures (e.g., curves and barcharts) that can be used in the paper to show th

Guanying Chen 134 Jan 02, 2023
daily report of @arkinvest ETF activity + data collection

ark_invest daily weekday report of @arkinvest ETF activity + data collection This script was created to: Extract and save daily csv's from ARKInvest's

T D 27 Jan 02, 2023
Custom Plotly Dash components based on Mantine React Components library

Dash Mantine Components Dash Mantine Components is a Dash component library based on Mantine React Components Library. It makes it easier to create go

Snehil Vijay 239 Jan 08, 2023
Quickly and accurately render even the largest data.

Turn even the largest data into images, accurately Build Status Coverage Latest dev release Latest release Docs Support What is it? Datashader is a da

HoloViz 2.9k Dec 28, 2022
Generate knowledge graphs with interesting geometries, like lattices

Geometric Graphs Generate knowledge graphs with interesting geometries, like lattices. Works on Python 3.9+ because it uses cool new features. Get out

Charles Tapley Hoyt 5 Jan 03, 2022
Tools for writing, submitting, debugging, and monitoring Storm topologies in pure Python

Petrel Tools for writing, submitting, debugging, and monitoring Storm topologies in pure Python. NOTE: The base Storm package provides storm.py, which

AirSage 247 Dec 18, 2021
Statistics and Visualization of acceptance rate, main keyword of CVPR 2021 accepted papers for the main Computer Vision conference (CVPR)

Statistics and Visualization of acceptance rate, main keyword of CVPR 2021 accepted papers for the main Computer Vision conference (CVPR)

Hoseong Lee 78 Aug 23, 2022
Gallery of applications built using bqplot and widget libraries like ipywidgets, ipydatagrid etc.

bqplot Gallery This is a gallery of bqplot examples. View the gallery at https://bqplot.github.io/bqplot-gallery. Contributing new examples Clone this

8 Aug 23, 2022
Scientific Visualization: Python + Matplotlib

An open access book on scientific visualization using python and matplotlib

Nicolas P. Rougier 8.6k Dec 31, 2022