دانلود کتاب Data Science at the Command Line: Obtain, Scrub, Explore, and Model Data with Unix Power Tools
by Jeroen Janssens
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عنوان فارسی: علم داده در خط فرمان: بدست آوردن ، اسکراب ، کاوش و مدل سازی داده ها با ابزارهای قدرت یونیکس |
دانلود کتاب
جزییات کتاب
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