About the Author xvii
About the Technical Reviewer xix
Introductionxxi
Chapter 1: Introduction to Computing with Python 1
Chapter 2: Vectors, Matrices, and Multidimensional Arrays 25
Chapter 3: Symbolic Computing 63
Chapter 4: Plotting and Visualization 89
Chapter 5: Equation Solving 125
Chapter 6: Optimization 147
Chapter 7: Interpolation 169
Chapter 8: Integration 187
Chapter 9: Ordinary Differential Equations 207
Chapter 10: Sparse Matrices and Graphs 235
Chapter 11: Partial Differential Equations 255
Chapter 12: Data Processing and Analysis 285
Chapter 13: Statistics 313
Chapter 14: Statistical Modeling 333
Chapter 15: Machine Learning 363
Chapter 16: Bayesian Statistics 383
Chapter 17: Signal Processing 405
Chapter 18: Data Input and Output 425
Chapter 19: Code Optimization 453
Appendix A: Installation 471
Index 481vii
Content
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