Machine Learning - Maximum deviation criterion

Question

I have three main datasets divided into:

Training - 400x5 (X,Y1 - > Y4)
Ideal - (400x51) (X, Y1 -> Y50)
Test - 100x2 (X,Y)

Note that all th