provide some answer to this question so the first theorem is it is purely geometric it is telling us that if you are looking at the loss function as i just defined it then if alpha is so alpha again was the ratio between the number of samples and the dimension so if alpha is smaller than 2 then this loss function has many spiritual minima and if alpha is bigger than two then the probability that the only local minima that is there corresponds to the ground roof that would be this a star that is just the teacher vector times is transposed is