{"product_id":"data-science-at-the-command-line-obtain-scrub-explore-and-model-data-with-unix-power-tools-9781492087915","title":"Data Science at the Command Line: Obtain, Scrub, Explore, and Model Data with Unix Power Tools","description":"\u003cp\u003eThis 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.\u003c\/p\u003e\u003cp\u003eYou'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.\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eObtain data from websites, APIs, databases, and spreadsheets\u003c\/li\u003e\n\u003cli\u003ePerform scrub operations on text, CSV, HTM, XML, and JSON files\u003c\/li\u003e\n\u003cli\u003eExplore data, compute descriptive statistics, and create visualizations\u003c\/li\u003e\n\u003cli\u003eManage your data science workflow\u003c\/li\u003e\n\u003cli\u003eCreate reusable command-line tools from one-liners and existing Python or R code\u003c\/li\u003e\n\u003cli\u003eParallelize and distribute data-intensive pipelines\u003c\/li\u003e\n\u003cli\u003eModel data with dimensionality reduction, clustering, regression, and classification algorithms\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/14\/2021\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781492087915\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 250","brand":"Jeroen Janssens","offers":[{"title":"Default Title","offer_id":40793108840629,"sku":"9781492087915","price":56.09,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_2dfda1f9-0bfb-4a37-8c36-4c226a06978a.jpg?v=1629203545","url":"https:\/\/pastforward.org\/products\/data-science-at-the-command-line-obtain-scrub-explore-and-model-data-with-unix-power-tools-9781492087915","provider":"Past Forward","version":"1.0","type":"link"}