Jake VanderPlas,Python科學棧深度用戶和開發者,尤其擅長Python科學計算和數據可視化,是altair等可視化程序庫的創建人,並為Scikit-Learn、IPython等Python程序庫做瞭大量貢獻。現任美國華盛頓大學eScience學院物理科學研究院院長。
For many researchers, Python is a first-class tool mainly because of its libraries for storing, manipulating, and gaining insight from data. Several resources exist for individual pieces of this data science stack, but only with the Python Data Science Handbook do you get them all-IPython, NumPy, Pandas, Matplotlib, Scikit-Learn, and other related tools. Working scientists and data crunchers familiar with reading and writing Python code will find this comprehensive desk reference ideal for tackling day-to-day issues: manipulating, transforming, and cleaning data; visualizing different types of data; and using data to build statistical or machine learning models. Quite simply, this is the must-have reference for scientific computing in Python. With this handbook, you'll learn how to use: IPython and Jupyter: provide computational environments for data scientists using Python NumPy: includes the ndarray for efficient storage and manipulation of dense data arrays in Python Pandas: features the DataFrame for efficient storage and manipulation of labeled/columnar data in Python Matplotlib: includes capabilities for a flexible range of data visualizations in Python Scikit-Learn: for efficient and clean Python implementations of the most important and established machine learning algorithms
發表於2025-04-25
Python Data Science Handbook 2025 pdf epub mobi 電子書 下載
原書提供的勘誤網址:[http://bit.ly/python-data-sci-handbook] 可以打開的含勘誤的網址:[http://shop.oreilly.com/product/0636920034919.do] 網絡版網址:[https://jakevdp.github.io/PythonDataScienceHandbook/index.html] 說明:p.N(No.M)錶示頁碼為N,也是文檔中的第M...
評分本書應該算利用 Python 進行數據分析的入門書,章節安排如下: 1. IPython 2. Numpy 3. Pandas 4. Matplotlib 5. Machine learning 本書在編排上主要考慮瞭係統性和完整性,從數據分析的角度來看,一般隻要掌握 pandas 就可以瞭,不需要再深入瞭解底層的 Numpy。此外,最好用 I...
評分原書提供的勘誤網址:[http://bit.ly/python-data-sci-handbook] 可以打開的含勘誤的網址:[http://shop.oreilly.com/product/0636920034919.do] 網絡版網址:[https://jakevdp.github.io/PythonDataScienceHandbook/index.html] 說明:p.N(No.M)錶示頁碼為N,也是文檔中的第M...
評分原書提供的勘誤網址:[http://bit.ly/python-data-sci-handbook] 可以打開的含勘誤的網址:[http://shop.oreilly.com/product/0636920034919.do] 網絡版網址:[https://jakevdp.github.io/PythonDataScienceHandbook/index.html] 說明:p.N(No.M)錶示頁碼為N,也是文檔中的第M...
評分原書提供的勘誤網址:[http://bit.ly/python-data-sci-handbook] 可以打開的含勘誤的網址:[http://shop.oreilly.com/product/0636920034919.do] 網絡版網址:[https://jakevdp.github.io/PythonDataScienceHandbook/index.html] 說明:p.N(No.M)錶示頁碼為N,也是文檔中的第M...
圖書標籤: Python 數據分析 數據科學 機器學習 數據挖掘 統計學 pandas 計算機
入門好書,關於pandas和numpy的部分很詳細
評分稍微細緻一些的手冊
評分講瞭Numpy,Pandas,sklearn幾個包,叫Handbook有些大膽,但是讓入門還是可以的
評分贊作者把整本書的內容都以 ipython notebook 的形式放到瞭 github 上 -> ->
評分講瞭Numpy,Pandas,sklearn幾個包,叫Handbook有些大膽,但是讓入門還是可以的
Python Data Science Handbook 2025 pdf epub mobi 電子書 下載