Data Science at the Command Line: Obtain,Scrub,Explore,and Model Data with Unix Power Tools
by: Jeroen Janssens
Publisher finelybook 出版社: O’Reilly Media; 2nd edition (September 7,2021)
Language 语言: English
Print Length 页数: 282 pages
ISBN-10: 1492087912
ISBN-13: 9781492087915
Book Description
This thoroughly revised guide demonstrates how the flexibility of the command line can help you become a more efficient and productive data scientist. You’ll learn how to combine small yet powerful command-line tools to quickly obtain,scrub,explore,and model your data. To get you started,author Jeroen Janssens provides a Docker image packed with over 80 tools–useful whether you work with Windows,macOS,or Linux. You’ll quickly discover why the command line is an agile,scalable,and extensible technology. Even if you’re comfortable processing data with Python or R,you’ll learn how to greatly improve your data science workflow by leveraging the command line’s power. This book is ideal for data scientists,analysts,and engineers; software and machine learning engineers; and system administrators. Obtain data from websites,APIs,databases,and spreadsheets Perform scrub operations on text,CSV,HTM,XML,and JSON files Explore data,compute descriptive statistics,and create visualizations Manage your data science workflow Create reusable command-line tools from one-liners and existing Python or R code Parallelize and distribute data-intensive pipelines Model data with dimensionality reduction,clustering,regression,and classification algorithms
