In the following figures, $($a$)$ draw the first principal component direction in the left figure, and the first linear discriminant direction in the right figure. Briefly explain.

$($b$)$ We are going to perform a binary classification on the data in the reduced $1-$D space. Shall we project the data onto the direction found by PCA or LDA? Briefly explain.