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hanfei1986/PCA-truncated-SVD-and-visualization-of-explained-variance

PCA or truncated SVD reduces dimensionality of data by transforming the data into a lower-dimensional space. In this notebook a chart visualizes how much variance of the original data is picked up in the new components. The data transformation process is also explained.

PCA-truncated-SVD-and-visualization-of-explained-variance

PCA or truncated SVD reduces dimensionality of data by transforming the data into a lower-dimensional space. In this notebook a chart visualizes how much variance of the original data is picked up in the new components. The data transformation process is also explained.

PCA:

image

Truncated SVD:

image

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Created September 4, 2023
Updated October 11, 2023