2013年11月6日 星期三

2013資料科學家書籍學習清單

最近一直有朋友詢問,如果想當資料科學家,有沒有相關的書籍可以提供修讀。於是這邊整理一些清單如下,包含一些個人推薦書籍,歡迎大家一起推薦書籍:

資料探勘書籍(Data Mining Books)
Data Mining Techniques: For Marketing, Sales, and Customer Relationship Management
Data Mining: Concepts and Techniques, Third Edition
Handbook of Statistical Analysis and Data Mining Applications
Introduction to Data Mining
Contrast Data Mining: Concepts, Algorithms, and Applications
Principles of Data Mining
Data Mining: Introductory and Advanced Topics
A First Course in Machine Learning

工具書籍(Tool Books)
R in a Nutshell
Data Mining with R: Learning with Case Studies
R Cookbook
R Graphics Cookbook
R in Action: Data Analysis and Graphics with R
Introductory Statistics with R
R by Example
Software for Data Analysis: Programming with R
Interactive and Dynamic Graphics for Data Analysis: With R and Ggobi
Data Mining: Practical Machine Learning Tools and Techniques, Third Edition

資料庫書籍(Database Books)
Database Systems
Database Systems: A Practical Approach to Design, Implementation and Management (5th Edition)
Database Management Systems
User Interface Design for Mere Mortals™
Beginning Database Design

資料倉儲書籍(Data Warehousing Books)
Building the Data Warehouse
The Data Warehouse Lifecycle Toolkit
The Data Warehouse Toolkit: The Complete Guide to Dimensional Modeling
Mastering Data Warehouse Design: Relational and Dimensional Techniques
Data Warehouse and Business Information Quality

資料視覺化(Data visualization)
Visualizing Data




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