Great thing about Deep Learning is that decades of "old school" machine learning research that was way too math intensive is far inferior now. DL is actually pretty approachable and intuitive.
Treat it as non-linear optimization, then you are right in the class of most complex problems. Make a better optimizer enabling more useful applications and you can be both scientifically famous and make billions with it! ;-)