Why do you need partial differential equations? I don't think you necessarily need any knowledge of differential equations to do ML, though the top ML people certainly would know it because of their general math education.
I spent a lot of time messing with PDEs as a student but sadly that knowledge hasn't been very useful - I've only seen them come up in quite specialised areas like optical flow...