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"Since my data is high-dimensional and sparse, PCA is painfully slow."
Most of the work inside PCA is done via SVD, and there are good, fast implementations of SVD on sparse datasets. I know of the irlba package for R that's amazingly fast, and I'm sure python has something similar.
The text was updated successfully, but these errors were encountered:
"Since my data is high-dimensional and sparse, PCA is painfully slow."
Most of the work inside PCA is done via SVD, and there are good, fast implementations of SVD on sparse datasets. I know of the irlba package for R that's amazingly fast, and I'm sure python has something similar.
The text was updated successfully, but these errors were encountered: