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Getting started with Python for Science

Python scientific computing ecosystem
The Python language
NumPy: creating and manipulating numerical data
Matplotlib: plotting
SciPy: high-level scientific computing
Getting help and finding documentation

Advanced topics

Advanced Python Constructs
Advanced NumPy
Debugging code
Optimizing code
Scipy sparse arrays
Image manipulation and processing using NumPy and SciPy
Mathematical optimization: finding minima of functions
Interfacing with C

Packages and applications

Statistics in Python
sympy : Symbolic Mathematics in Python
scikit-image: image processing
scikit-learn: machine learning in Python

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