Do you put a comma after the words please note that I am leaving early today?

Sure thing, honey. You don't need a comma after "please note," because it's not separating two independent clauses. Just keep it simple and to the point - no need for extra punctuation drama. Now go on and enjoy leaving early today, you lucky duck!