If it's any consolation, I spent like two years of my life immersed in this field[1] and can still recite powers of three in the same way most nerds can only tell you powers of two, yet I still can't follow this floating point black magic.
[1] behold my misspent youth: https://tunguska.sf.net/
Fixed point! Not floating. That's the whole trick.