Data Science at the Command Line pdf epub mobi txt 电子书下载 2025

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Jeroen Janssens

O'Reilly Media

2014-10-20

212

USD 39.99

Paperback

9781491947852

图书标签: 数据分析 data 计算机数据挖掘编程 cs Python 计算机科学

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发表于2025-02-22

Data Science at the Command Line epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2025

Data Science at the Command Line pdf epub mobi txt 电子书下载 2025

图书描述

This hands-on 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—whether you’re on Windows, OS X, or Linux—author Jeroen Janssens introduces the Data Science Toolbox, an easy-to-install virtual environment packed with over 80 command-line tools.

Discover why the command line is an agile, scalable, and extensible technology. Even if you’re already comfortable processing data with, say, Python or R, you’ll greatly improve your data science workflow by also leveraging the power of the command line.

●Obtain data from websites, APIs, databases, and spreadsheets

●Perform scrub operations on plain text, CSV, HTML/XML, and JSON

●Explore data, compute descriptive statistics, and create visualizations

●Manage your data science workflow using Drake

●Create reusable tools from one-liners and existing Python or R code

●Parallelize and distribute data-intensive pipelines using GNU Parallel

●Model data with dimensionality reduction, clustering, regression, and classification algorithms

Data Science at the Command Line 下载 mobi epub pdf txt 电子书

著者简介

Jeroen is a Senior Data Scientist at YPlan in New York City. He has an M.Sc. in Artificial Intelligence and a Ph.D. in Machine Learning. He has authored a book titled Data Science at the Command Line, which has just been published by O'Reilly. Jeroen enjoys biking the Brooklyn Bridge, building tools, and eating stroopwafels.

图书目录

Data Science at the Command Line pdf epub mobi txt 电子书下载

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用户评价

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一种个人化轻量级的数据处理思路

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讲那么多csv、json，我用不上啊……

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最好的数据建模那一章没怎么看懂。本书讲述了如何在命令行进行数据获取和格式化以为建模分析做准备，但在重要的建模分析章节缺很精简不清晰，似乎定位是入门的书却预定读者已经有了很多相关知识。

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一种个人化轻量级的数据处理思路

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一种个人化轻量级的数据处理思路

读后感

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在电脑上细看了前4章。 1. 最新版本已经使用docker来建「虚拟环境」了，2014年的版本是用VirtualBox。最新的在线版本 https://www.datascienceatthecommandline.com/ 2. 数据处理的步骤还是那些：获取，数据清洗，可视化，建模，解释 3.命令行工具很强大，目测可以完成常用的数...

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本书集实用性和先进性于一身，为数据分析人员使用命令行这个灵活的工具提供了重要参考。作者讲解了众多实用的命令行工具，以及如何使用它们高效地获取、清洗、探索和建模数据。无论你使用Windows、OS X，还是Linux，都可以安装包含80多个命令行工具的“数据科学工具箱”，迅速...

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Data Science at the Command Line pdf epub mobi txt 电子书下载 2025