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Answers for “在这个视频中 PCA 代表什么?”

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The video states that dimensionality reduction is needed because data can have too many dimensions, which can often become a curse. Reducing the number of dimensions helps make the data more manageable and easier to process.

Conditions: Applies when data has many dimensions.; Presented as an introductory motivation, not as a formal theorem.