Floating point: understanding their inaccuracy

I am trying to understand why a floating point is inaccurate. Please bear in mind that I am not a mathematician.

What is exactly the difference between floating point and double integers? and why use one rather than the other?

Thanks for any "easy to understand" replies,

Robert