Which of the following statements are true when you apply PCA to get new features from the available features present in the dataset?

The new derived features will still have interpretability

The new derived features will lose interpretability

Th new derived features must carry all information present in data

The new derived features may not carry all information present in data

Verified Answer
Correct Option - bd

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