Matrix Calculus
I haven't touched calculus since college and this freaks me out. I don't even know where to begin, all I remember is using mnemonics to recall rules for dx/dy or something. How would someone go about understanding this? ML is super interesting but seems daunting to anything worthwhile without understanding the maths behind it.