Using a standing or hand mixer, cream butter, brown sugar, and sugar.
Add in peanut butter, salt, vanilla and milk and mix together.
Slowly add in flour and mix until smooth.
Fold in Reese's Pieces and then chill for about 10-15 minutes before rolling into bite sized balls.
Store in the refrigerator. Allow to sit out for several minutes to soften slightly before serving.