> Increasingly it's becoming more of a good idea to have some math knowledge with GPUs, neural networks, machine learning, etc. but as with many deeper mathemat

> Increasingly it's becoming more of a good idea to have some math knowledge with GPUs, neural networks, machine learning, etc. but as with many deeper mathematical concepts, they'll no doubt get "black boxed" into something more digestible for people who don't want or need a deeper understanding of the inner workings. That's already happened. My wife teaches data science, including machine learning, and it's always surprising to me the extent to which modern industrial practice is about picking the right pre-coded tools from toolkits and combining them. Even though such would be up her alley (she has a PhD in astrophysics), in seven years of working in industry before teaching, she never had to translate from math to code (which I did a lot of earlier in my career).