[cf]

Although to do serious production level ML, I agree that you need to understand the math. But as a starting point, the machine learning for hackers is a great place to start.

I think writing some algorithms and using them to solve problems provides great motivation for the math. In particular, the math will explain why certain approaches did and did not work. Without the hacking that material can get a bit dry.