Ques : Limitations of Dimensionality Reduction

Ans :

 You might lose some data.
 You might lose some data.
 PCA fails when the mean and covariance are not enough to describe a dataset.
 We don’t know how many major parts we need to keep track of, but in practice, we
follow some rules.