There's some information on Wikipedia and Wolfram's MathWorld. But it's very hard to digest at times.

This guy produces excellent illustrations/explanations of math concepts: https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw/vid...

I wish there could be software that could produce these style of explanations.