Could you link to whatever source (paper, book, etc) you read connecting deep learning to algebraic geometry? Sounds interesting.
My best guess is that OP had a course about rather abstract homological algebra, which he only grokked after learning about applications in algebraic geometry, which were "deeper" in some sense.