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
-
80折
$1,632Building Intelligent Cloud Applications
-
90折
$1,575A Beginners Guide to Python 3 Programming
-
80折
$1,040Build Chatbot Interactions: Responsive, Intuitive Interfaces with Ruby
-
80折
$2,960Optical WDM Networks: From Static to Elastic Networks
-
95折
$2,043The Definitive Guide to DAX: Business intelligence with Microsoft Excel, SQL Server Analysis Services, and Power BI, 2/e (Paperback)
-
90折
$1,080Scala Programming for Big Data Analytics: Get Started with Big Data Analytics Using Apache Spark
-
90折
$3,780Deep Learning for Nlp and Speech Recognition (Hardcover)
-
90折
$1,377Hands-On Qt for Python Developers
-
60折
$1,188Excel 2019 Power Programming with VBA
-
60折
$990Machine Learning in Production: Developing and Optimizing Data Science Workflows and Applications (Addison-Wesley Data & Analytics Series)
-
80折
$1,057The Real Work of Data Science: Turning Data Into Information, Better Decisions, and Stronger Organizations
-
80折
$1,680Machine Learning with R, 3/e
-
60折
$1,368Essential MATLAB for Engineers and Scientists, 7/e
-
50折
$749Learning Tableau 2019
-
80折
$1,400Securing Network Infrastructure
-
95折
$2,052Python for Programmers: with Big Data and Artificial Intelligence Case Studies (Paperback)
-
95折
$2,660Natural Language Semantics: Formation and Valuation (The MIT Press)
-
50折
$699Mastering Tableau 2019.1 -Second Edition
-
80折
$1,184Mastering Machine Learning with R: Advanced machine learning techniques for building smart applications with R 3.5, 3rd Edition
-
90折
$1,584Python Machine Learning Blueprints: Put your machine learning concepts to the test by developing real-world smart projects, 2/e (Paperback)
-
80折
$1,120Info We Trust: How to Inspire the World with Data
-
80折
$1,280Python Deep Learning: Exploring deep learning techniques and neural network architectures with PyTorch, Keras, and TensorFlow, 2nd Edition
-
80折
$1,104Data Analysis with Python: A Modern Approach
-
80折
$1,320Numerical Computing with Python: Harness the power of Python to analyze and find hidden patterns in the data
-
90折
$1,197Building Telegram Bots: Develop Bots in 12 Programming Languages using the Telegram Bot API
-
80折
$3,704Communication Systems Principles Using MATLAB
-
60折
$1,260Python Data Analytics: With Pandas, NumPy, and Matplotlib
-
80折
$1,176Julia 1.0 Programming - Second Edition: Quick start to your Data Science projects
-
80折
$752Become a Python Data Analyst: Perform exploratory data analysis and gain insight into scientific computing using Python
-
80折
$1,040Visualizing Streaming Data: Interactive Analysis Beyond Static Limits