Question: Theory Component: 1. Explain PCA in Brief (20 points): Provide a concise explanation of what PCA is and its primary objective in the context of

Theory Component: 1. Explain PCA in Brief (20 points): Provide a concise explanation of what PCA is and its primary objective in the context of dimensionality reduction. Mention why it is used and

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