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A comment on Principal Component Projection Without Principal Component Analysis. Parent comment
You learn the projection from an initial dataset. That is "slow". You apply the projection to new data. That is "fast".
You learn the projection from an initial dataset. That is "slow". You apply the projection to new data. That is "fast".