Backpropagation, Neural Networks.
both linear algebra as well as the derivative of matrices to really derive it from scratch from first principles. If you are an expert in matrix calculus, using this process, you might want to derive the algorithm yourself. But I think that there actually plenty of deep learning practitioners that