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Learning scipy eBook (PDF)
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Chapters
Chapter 1: Getting started with scipy
Chapter 2: Fitting functions with scipy.optimize curve_fit
Chapter 3: How to write a Jacobian function for optimize.minimize
Chapter 4: rv_continuous for Distribution with Parameters
Chapter 5: Smoothing a signal