Principal Component Analysis ( PCA) Step by Step

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