Solved by mailcorahul in post #2 
              
              
                Overfitting: train loss continues to decrease while test/val loss increases 
Underfitting: train loss remains high and doesn’t decrease(not constant). can be better determined using accuracy on train set rather than loss. 
Best fit: Best to choose the weights giving high accuracy(or any metric depen…