Numerical Python: Scientific Computing and Data Science Applications with Numpy, SciPy and Matplotlib
By 作者: Robert Johansson
ISBN-10 书号: 1484242459
ISBN-13 书号: 9781484242452
Edition 版本: 2nd ed.
出版日期: 2018-12-25
pages 页数: (700 )
Work with vectors and matrices using NumPy
Plot and visualize data with Matplotlib
Perform data analysis tasks with Pandas and SciPy
Review statistical modeling and machine learning with statsmodels and scikit-learn
Optimize Python code using Numba and Cython
Cover
Front Matter
1. Introduction to Computing with Python
2. Vectors, Matrices, and Multidimensional Arrays
3. Symbolic Computing
4. Plotting and Visualization
5. Equation Solving
6. Optimization
7. Interpolation
8. Integration
9. Ordinary Differential Equations
10. Sparse Matrices and Graphs
11. Partial Differential Equations
12. Data Processing and Analysis
13. Statistics
14. Statistical Modeling
15. Machine Learning
16. Bayesian Statistics
17. Sinal Processing
18. Data Input and Output
19. Code Optimization
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