Data Science from Scratch: First Principles with Python (Paperback)

Joel Grus

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商品描述

This is a first-principles-based, practical introduction to the fundamentals of data science aimed at the mathematically-comfortable reader with some programming skills.

The book covers:

  • The important parts of Python to know
  • The important parts of Math / Probability / Statistics to know
  • The basics of data science
  • How commonly-used data science techniques work (learning by implementing them)
  • What is Map-Reduce and how to do it in Python
  • Other applications such as NLP, Network Analysis, and more

商品描述(中文翻譯)

這是一本以第一原理為基礎的實用入門書,旨在向具有一定程式編程能力且對數學感到舒適的讀者介紹數據科學的基礎知識。

本書涵蓋以下內容:

- Python的重要部分
- 數學/概率/統計的重要部分
- 數據科學的基礎知識
- 常用數據科學技術的工作原理(通過實現來學習)
- 什麼是Map-Reduce以及如何在Python中實現
- 其他應用,如自然語言處理(NLP)、網絡分析等