A step-by-step by hand principal component analysis on a toy dataset with visualizations.
Covariance Matrix:
Eigen Decomposition:
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Recommended to read along: Deep Learning An MIT Press book Ian Goodfellow and Yoshua Bengio and Aaron Courville
Slides made in: Microsoft PowerPoint
Plot:
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