On the hand, I think your check raise on the flop is small. So many draws out there, in essence a min raise and price him in for draw. Make it like 7 or 8 with how fishy he is. Him being a fish and doesn’t seem to realize bet sizing, for turn and river, i’d go for pot control.
As played, I just call the turn bet – draws get and hope to spike a full house on the river.