Wet your brushes under lukewarm/warm water.You can either use a cleanser specifically made for cleaning brushes, like this one or this one– or, like me, you can use baby shampoo! (I have a lot of it on hand, nowadays!) Basically you want something very gentle, but still cleansing.
There are two really great ways to go about this, but they all have the same techniques.