The Spectral Theorem

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The Complex Spectral Theorem and the Real Spectral Theorem, with examples.

LU Decomposition in Python

Computational Linear Algebra 9: PageRank with Eigen Decompositions

Computational Linear Algebra 8: Numba, Polynomial Features, How to Implement Linear Regression

Computational Linear Algebra 7: Compressed Sensing for CT Scans

Computational Linear Algebra 6: Block Matrix Mult, Broadcasting, & Sparse Storage

Computational Linear Algebra 5: Robust PCA & LU Factorization

Computational Linear Algebra 4: Randomized SVD & Robust PCA

Computational Linear Algebra 3: Review, New Perspective on NMF, & Randomized SVD

Computational Linear Algebra 2: Topic Modelling with SVD & NMF

Computational Linear Algebra 1: Matrix Math, Accuracy, Memory, Speed, & Parallelization