You wouldn’t expect to play around with numbers and stumble onto calculus.
Why then would you expect this of any other field?
There is no shame in following that path laid out to you by wise men who have toiled at it for ages.
Use the time they spent on the art to save your time.
Build on foundations, no need to start alone.