My higher level math training was geometry without numbers...otherwise known as Topology (Texas style - my words)...heavy logical reasoning and lots of counter examples....fun stuff .
Of course I should have added. I had not a real clue as to the relationships on the blackboard. I took it on good faith he well understood the underlining physics he worked with and others working at that level also had maintained that position. I never took quantum physics.