The Math you need for Machine Learning

I never cared much about machine learning. If we were playing the blame game, I'd certainly point to the "math is not my thing" excuse. I had seen it with my own eyes, and it seemed daunting. Back then, we had to write training loops from scratch, beg large universities for cluster time, and deal with parallel libraries and remote debugging. That was a long time ago.