$($a$)$ Consider the four $2-$dimensional data points:

a$(7,7),$ b:$(9,9),$ c:$(6,10)$ and d:$(10,6)$

We can make use of PCA for dimensionality reduction. In dimensionality reduction, given an Ldimensional data point, we want to transform this point to a K$-$dimensional data point where K