When investors think of artificial intelligence (AI) and the stock market, one name stands out: Nvidia (NVDA). The chip giant has been the poster child for the AI boom, with its high-performance GPUs powering everything imaginable.

It is worth noting that Nvidia has been running away with the data center GPU market, with an estimated market share of 92% at the end of last year. That's miles ahead of second-place Advanced Micro Devices ' ( AMD -0.44%) share of just 4%. However, it won't be surprising to see AMD taking market share away from Nvidia thanks to its upcoming chips.

There will be many winners as infrastructure is built to support the huge and increasing computing power needed for artificial intelligence (AI) applications. Nvidia continues to pave the way and has already been a huge beneficiary thanks to its leading advanced chips,