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Resources
Libaries and Packages

Python
    Python website
    Python 2.7 documentation

NumPy, SciPy
    NumPy website, SciPy website
    NumPy / SciPy documentation

Handling images in Python

Python Imaging LIbrary
    PIL website
    PIL handbook

OpenCV
    with OpenCV python and documentation

PyOpenCV
    another wrapper for OpenCV
    alternative website

VXL C++ Visual X Library
    inlcudes numerical algorithms, imaging, geometry, etc.

Armadillo C++ Linear Algebra Library

Eigen C++ Template Library for Linear Algebra


Books

Linear algebra, matrix calculus
    K. B. Petersen and M. S. Pedersen, The Matrix Cookbook, 2012.
    G. H. Golub and C. F. Van Loan, Matrix Computations, 3rd ed., The John Hopkins University Press, 1996.
    G. Strang, Introduction to Linear Algebra.
    J. E. Gentle, Matrix Algebra: Theory, Computations, and Applications in Statistics, Springer, 2007.
    L. Hogben, Handbook of Linear Algebra, Chapman & Hall/CRC, 2007.
    J. R. Magnus and H. Neudecker, Matrix Differential Calculus with Applications in Statistics and Economics, 3rd ed., Wiley, 1999.

Numerical methods
    W. H. Press et al., Numerical Recipes: The Art of Scientific Computing.

Probability and Statistics
    StatSoft, Electronic Statistics Textbook
 
2 Oct 2016