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Practical Linear Algebra with NumPy

tommyodland.com · published 29 January 2026

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https://numpy.org/doc/stable/reference/generated/numpy.isclose.html

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https://numpy.org/doc/stable/reference/generated/numpy.testing.assert_allclose.html

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https://en.wikipedia.org/wiki/Matrix_chain_multiplication

en.wikipedia.org

https://numpy.org/doc/stable/reference/generated/numpy.linalg.multi_dot.html

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https://www.johndcook.com/blog/2010/01/19/dont-invert-that-matrix/

johndcook.com

https://numba.pydata.org/

numba.pydata.org

https://cython.org/

cython.org

https://en.wikipedia.org/wiki/Woodbury_matrix_identity

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https://en.wikipedia.org/wiki/Sherman%E2%80%93Morrison_formula

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https://ipython.readthedocs.io/en/stable/interactive/magics.html

ipython.readthedocs.io

https://en.wikipedia.org/wiki/Ridge_regression

en.wikipedia.org

https://en.wikipedia.org/wiki/Ordinary_least_squares

en.wikipedia.org

https://github.com/scikit-learn/scikit-learn/blob/7f9bad99d6e0a3e8ddf92a7e5561245224dab102/sklearn/linear_model/_ridge.py

github.com

https://docs.scipy.org/doc/scipy/reference/generated/scipy.linalg.solve.html

docs.scipy.org

https://netlib.org/lapack/explore-html/de/d80/group__real_p_osolve_gad46400c796afc8031a8c3ec5481af8c3.html

netlib.org

https://netlib.org/lapack/explore-html/d1/d54/group__double__blas__level3_gae0ba56279ae3fa27c75fefbc4cc73ddf.html

netlib.org

https://docs.scipy.org/doc/scipy/reference/linalg.html

docs.scipy.org

https://scikit-learn.org/stable/modules/generated/sklearn.utils.extmath.randomized_svd.html

scikit-learn.org

https://www.amazon.com/Numerical-Linear-Algebra-Lloyd-Trefethen/dp/0898713617

amazon.com

https://www.amazon.com/Computations-Hopkins-Studies-Mathematical-Sciences/dp/1421407949

amazon.com

https://www.amazon.com/Accuracy-Stability-Numerical-Algorithms-Nicholas/dp/0898715210/

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http://www.ee.ic.ac.uk/hp/staff/dmb/matrix/intro.html

ee.ic.ac.uk

https://www.math.uwaterloo.ca/~hwolkowi/matrixcookbook.pdf

math.uwaterloo.ca

https://www.labri.fr/perso/nrougier/from-python-to-numpy/

labri.fr