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3D to 2D: What PCA Throws Away

YouTubeInside Systems

3D to 2D: What PCA Throws Away

PCA is one of the most popular dimensionality reduction techniques, but it doesn't always help. In this example, two classes are perfectly separable in 3D. After projection onto the PCA plane, the class-separating feature is discarded and the classes overlap. This demonstrates an important limitation of PCA: it preserves variance, not class ...

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Principal component analysis PCA Explained

Viral Video: Principal High-Fives Students, Wins Hearts Across the Internet

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Cubs answer back and even up the series against the Yankees! #cubs #yankees #pca #mlb #baseball

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