Machine learning is fundamentally mathematical, so you can&#x27;t expect to completely avoid it without remembering or learning at least a little bit of the maths.  Trying to avoid it all won&#x27;t do you any favors, it will just mean you can&#x27;t understand what is going on.<p>On the other hand, the math you absolutely need to follow along is pretty straightforward, so you can hopefully find tutorials that emphasize the applications and graphic examples of what is going on.