Data Science
資料科學中最重要的四件事情是:
-
資料準備和清理:資料科學的一個重要部分涉及收集、清理和準備資料。這包括識別缺失值、處理異常值以及將資料轉換為適合進行分析的格式等任務。
-
探索性資料分析(EDA):EDA是分析和視覺化資料以了解其潛在模式和關係的過程。這一步驟對於識別資料中的趨勢和模式非常重要,進而幫助後續進行更深入的分析。
-
機器學習演算法:機器學習演算法是資料科學中的核心,它們可用於從資料中學習並提取模式和洞察,以幫助做出更好的預測和決策。
-
資料視覺化和傳達:資料視覺化是將資料轉換為易於理解和解釋的圖形和視覺化元素的過程。通過將資料呈現在圖表和圖形中,人們可以更容易地理解和傳達資料中的訊息和洞察。
相關書籍
-
85折
$1,445The Data Warehouse ETL Toolkit : Practical Techniques for Extracting, Cleaning, Conforming, and Delivering Data
-
19折
$299Designing Routing and Switching Architectures for Enterprise Networks
-
25折
$299Data Mining with SQL Server 2005
-
24折
$399R Graphics Cookbook (Paperback)
-
50折
$775Ethereal Packet Sniffing
-
60折
$990Python Web Development with Django (Paperback)
-
50折
$699Python in a Nutshell, 2/e (Paperback)
-
60折
$1,089Core Python Applications Programming, 3/e (Paperback)
-
60折
$990Data Science from Scratch: First Principles with Python (Paperback)
-
50折
$263Programming the Raspberry Pi: Getting Started with Python (Paperback)
-
60折
$1,133Business Intelligence: The Savvy Manager's Guide
-
60折
$1,218R in Action: Data Analysis and Graphics with R, 2/e (Paperback)
-
19折
$399CCIE Professional Development Series-Large-Scale IP Network Solutions (Hardcover)
-
50折
$750Python Programming Patterns
-
25折
$399MPLS: Implementing the Technology
-
60折
$630Python Standard Library (Paperback)
-
80折
$920Learn to Program Using Python: A Tutorial for Hobbyists, Self-Starters, and Thos
-
11折
$199Zope Web Application Construction Kit
-
33折
$399Web Scraping with Python: Collecting Data from the Modern Web (Paperback)
-
80折
$1,360Mastering Data Modeling: A User-Driven Approach
-
24折
$399Discovering Knowledge in Data: An Introduction to Data Mining
-
60折
$945Programming in Python 3: A Complete Introduction to the Python Language (Paperback)
-
60折
$945Rapid Web Applications with TurboGears: Using Python to Create Ajax-Powered Sites
-
14折
$199The Zope Book
-
80折
$2,128Understanding Ultra Wide Band Radio Fundamentals
-
50折
$613Black Hat Python: Python Programming for Hackers and Pentesters (Paperback)
-
50折
$990Data Mining the Web: Uncovering Patterns in Web Content, Structure, and Usage
-
21折
$299The Definitive Guide to Plone
-
90折
$1,575Enterprise Knowledge Management: The Data Quality Approach
-
60折
$948Web Programming in Python: Techniques for Integrating Linux, Apache and MySQL (Paperback)