[pipes]

I'd really love to know how this person filled the gaps in their maths knowledge, it's the thing that put me off trying this in the past.

[grumple]

I have found khan academy to be really good for filling any math gaps - it goes up through linear algebra and differential equations. Coursera also has a bunch of math courses you can take as well.