Which AP science class is better for future Cognitive Science or Neuro /Psych major?

Either AP Chem or AP Bio is fine and one isn’t better than the other so pick whichever one interests you the most! I’m assuming you have already taken a year of Bio, Chem, & Physics? You should have one year of each (not necessarily AP), then for your 4th year take an AP that interests you!