Data Science at the Command Line: Obtain, Scrub, Explore, and Model Data with Unix Power Tools, 2/E.

Jeroen Janssens

Informasi Dasar

22.21.360
005.7
Buku - Elektronik (E-Book)
3

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

Subjek

ELECTRONIC DATA PROCESSING
 

Katalog

Data Science at the Command Line: Obtain, Scrub, Explore, and Model Data with Unix Power Tools, 2/E.
978-1492087915
271p.: pdf file.; 17 MB
English

Sirkulasi

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Pengarang

Jeroen Janssens
Perorangan
 
 

Penerbit

O'Reilly Media
New York
2021

Koleksi

Kompetensi

  • CSI-2D3 - INFRASTRUKTUR DAN PLATFORM UNTUK SAINS DATA
  • CSI2D3 - INFRASTRUKTUR DAN PLATFORM UNTUK SAINS DATA
  • CII9B3 - SAINS DATA LANJUT
  • CII9E6 - TREND TERKINI SAINS DATA

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