I got into many arguments about how computer science is math and so on, but machine learning is a set of techniques, there is no need for it to use math when it's not really needed.
So I gave up. I did not even manage to properly understand his explanation of linear regression, as I would have liked to implement my own. When I look online it's a myriad of equations, and no pseudo code.
I love mathematics, but when I'm programming I really prefer to use data, and not math.