Not convinced it will completely replace current techniques, if it does start significantly outperforming more old school control systems we’ll still need a lot of progress in explaining what the controller learned and proving that it will work within the assumptions the engineers make.

Personally I think the future will be merging parts of control theory/dynamics with machine learning.