Any significance to why a lot of big names in AI have math PhD?
All computer science is born out of Math.  The are a lot of computer programmers, web designers and the like who may not have math background, but they do not count as as computer scientist.

AI and other machine learning is all based on Math and statistics, so even going for a PhD in AI would mean that would have to learn a significant amount of math anyway.