This is a graded class activity and is supposed to be completed in $15$ minutes.

For the following training dataset:

Dataset distributed in a two dimensional space for dimensionality reduction class activity

What is the minimum dimensionality?

How do you get to that minimum dimensionality?

Is PCA able to get this minimum dimensionality? If Yes, how? If No$,$ w

Write down your answers in the text area.