Data Science at the Command Line, 2nd Edition
eBook Details:
- Paperback: 250 pages
- Publisher: WOW! eBook; 2nd edition (September 14, 2021)
- Language: English
- ISBN-10: 1492087912
- ISBN-13: 978-1492087915
eBook Description:
Data Science at the Command Line: Obtain, Scrub, Explore, and Model Data with Unix Power Tools, 2nd Edition
This Data Science at the Command Line, 2nd Edition 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.
- 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
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 Data Science at the Command Line, 2nd Edition book is ideal for data scientists, analysts, and engineers; software and machine learning engineers; and system administrators.
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