generate sequence by indices / one-hot encoding

Question

I have a sequence s = [4,3,1,0,5] and num_classes = 6 and I want to generate a Numpy matrix m of shape (len(s), num_classes)

Answer 1

Brocasting still works just do

$ (labels[:,:,:,None]==np.arange(num_classes))+0