Why does a matter dissolve in another matter?

I want to understand mechanism of solubility> I know "like dissolves like" i.e. polar substance will dissolve in polar and non-polar will dissolve in non-polar solvent. Can the solubility be predicted on the basis of probability of some kind of bond formation/interaction between solute and solvent?