There is absolutely no doubt that quantum computing is going to take machine learning to a whole new level but translating the existing algorithms to the quantum universe is not trivial.

This article mentions some of the challenges that we will face and how researchers are trying to address them

https://www.sciencedaily.com/releases/2021/06/210608083951.htm