[sidman]

Im not sure if you can find many places where they have both in great detal as most machine learning material assume some knowledge in the specific math but you could always write down the terms that you dont understand from any ML material and look it up on khan academy. For all the material you need for Andrew Ng's classes (on coursera) for example you can pretty much find all the required terms (matricies, probability etc) on khan academy