I'm in a similar situation (took my last math course a decade ago, and now struggling with texts on neural networks).

I'm reading this book to revive my dormant knowledge: http://www.amazon.com/Guide-Essential-Math-Engineering-Compl...

An even shorter book has also been suggested for those who need a refresher : http://www.amazon.com/Essential-Mathematical-Skills-Engineer...