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2024-06-09
Python Data Science Handbook 2024 pdf epub mobi 電子書 下載
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...
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...
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
淩晨把最後幾節看瞭,順便照著nonlinear model time series那本書把其中個彆算法的數學邏輯過瞭一遍,感覺明朗不少。 VanderPlas這本算是不錯的工具書。
評分好書,而且免費。
評分https://github.com/jakevdp/PythonDataScienceHandbook
評分粗略看是一本匯集瞭np pd scipy seeborn matplotlib sklearn的大雜燴。書如其名,是一本handbook,用於查閱。書中沒有什麼實際應用場景,裏麵的例子都是一些實驗性的。
評分大部分常用包都cover瞭,numpy pandas matplotlib scikit learn,比看documentation好的地方是給瞭例子和常用的場景,不需要文檔裏所有東西都懂,大概知道說啊這個包還能乾這個。囫圇吞棗過瞭一遍,具體還是得自己多寫纔能熟練。
Python Data Science Handbook 2024 pdf epub mobi 電子書 下載