Data Science: A First Introduction
暫譯: 數據科學：初學者指南

Timbers, Tiffany, Campbell, Trevor, Lee, Melissa

Data Science: A First Introduction
  • 出版商: CRC
  • 出版日期: 2022-07-15
  • 售價: $2,590
  • 貴賓價: 9.5 折 $2,461
  • 語言: 英文
  • 頁數: 456
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0367524686
  • ISBN-13: 9780367524685
  • 相關分類: Data Science

    • 海外代購書籍(需單獨結帳)

商品描述

Data Science: A First Introduction focuses on using the R programming language in Jupyter notebooks to perform data manipulation and cleaning, create effective visualizations, and extract insights from data using classification, regression, clustering, and inference.

The text emphasizes workflows that are clear, reproducible, and shareable, and includes coverage of the basics of version control. All source code is available online, demonstrating the use of good reproducible project workflows.

Based on educational research and active learning principles, the book uses a modern approach to R and includes accompanying autograded Jupyter worksheets for interactive, self-directed learning. The book will leave readers well-prepared for data science projects.

The book is designed for learners from all disciplines with minimal prior knowledge of mathematics and programming. The authors have honed the material through years of experience teaching thousands of undergraduates in the University of British Columbia's DSCI100: Introduction to Data Science course.

商品描述(中文翻譯)

《資料科學：初步介紹》專注於使用 R 程式語言在 Jupyter 筆記本中進行資料操作和清理，創建有效的視覺化，並利用分類、回歸、聚類和推斷從資料中提取見解。

本書強調清晰、可重現且可分享的工作流程，並涵蓋版本控制的基本知識。所有源代碼均可在線獲取，展示良好的可重現專案工作流程的使用。

基於教育研究和主動學習原則，本書採用現代化的 R 方法，並包含配套的自動評分 Jupyter 工作表，以便進行互動式、自主學習。本書將使讀者為資料科學專案做好充分準備。

本書適合各學科的學習者，對數學和程式設計的先前知識要求最低。作者通過多年在不列顛哥倫比亞大學教授數千名本科生的 DSCI100：資料科學導論 課程中，精煉了這些材料。

作者簡介

Tiffany Timbers is an Assistant Professor of Teaching in the Department of Statistics and Co-Director for the Master of Data Science program (Vancouver Option) at the University of British Columbia.

Trevor Campbell is an Assistant Professor in the Department of Statistics at the University of British Columbia.

Melissa Lee is an Assistant Professor of Teaching in the Department of Statistics at the University of British Columbia

作者簡介(中文翻譯)

Tiffany Timbers 是不列顛哥倫比亞大學統計系的教學助理教授，以及數據科學碩士課程（溫哥華選項）的共同主任。

Trevor Campbell 是不列顛哥倫比亞大學統計系的助理教授。

Melissa Lee 是不列顛哥倫比亞大學統計系的教學助理教授。

類似商品