Ok, I don't know about book but 3blue1brown on youtube has some really cool videos on intermediate maths. He's videos are more about understanding the underlying concepts rather than formulas.

https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw/pla...