Yes they will probably never replace them because they’re actually slower than classical computers in doing simple calculations.

Quantum ML is actively being researched. However I am not informed at all about the advancement in this field specifically.

But the good news is that it doesn’t need to be portable, we can use them just as we do right now with remote access!