[D] Neural networks from scratch in numpy?

Was wondering if any of you have done this. But I have heard of people building neural networks from the ground up in numpy? Apparently this is advantageous in that it's more math based and u get the fundamentals down of forward pass/backward pass and the math concepts behind it? Have any of you done this and what are your thoughts?