Here is a very easy one to see if we can get some of the lurkers to come out ;-)
I have a bag that contains a solid color billiard ball. I select another ball from a supply of balls in such a way that I have no idea whether it is a solid or a stripe and place it in the bag. I then draw a ball from the bag. If it is a solid, what is the probability that the other one in the bag is also a solid?
My daughter gets mad at me whenever I help her with her math because she doesn't like it when I want to go back to the basics: What are they asking for?, What info do I need to get it?, What do the pieces in the equations actually mean?, Do I have all of it? If not, can I derive it or get it some other way? ...... Funny thing. One time I was helping another daughter solve a problem and ended up with a solution equation that worked. Later, I was doing a bit of looking up and it turned out that I had derived the law of cosines, which I had forgotten ;-) Now, if I had remembered it, the solution would have gone faster, but since I didn't remember, if I had relied on memory, the problem would not have gotten done.
I always hated memorizing formulas. If I misremembered, I blew the whole thing. I majored in EE and memorized two formulas: E=IR and P=IE. With those and some basic techniques, you can derive most anything else you need.
I admit to being fairly deficient in statistics. I know enough to get only slightly dangerous.
This is part of why I enjoy the trivia and puzzles. It helps keep my mind (such as it is ;-)) active and I almost always end up learning something thanks to you and all that play here.
I was a math major, but even as far back as jr high, I was big on understanding, not memorizing. Almost got me into trouble with trig in high school. Similar to your EE attitude, I refused to memorize trig identities, saying that if I couldn't figure it out from the definitions and sin^2 + cos^2 = 1, then it was probably not worth knowing!
I feel for you. At least it is possible to go back to basic principles in math. In your case, brute force memorization would be the only alternative. I can remember my name most of the time, but memorizing that much stuff might overtax what brain I have left ;-)
The memorization part wasn't fun and I have forgotten much of the detail. Nevertheless, it was worthwhile to have been exposed to it for the historical perspective.
There are no 'basic principles' of art per-se, but there are many techniques, devices, conventions and formulas that have been invented, discovered, borrowed, derived, forgotten and re-discovered over the centuries. Some of them actually quite mathematical in nature.