What exhibitions/ exhibits/ museums are good for kids who are 1-2 years old? My little one is getting super restless at home and I'd love to take him out a little more.

You can try to visit kidstop at Singapore Science Centre. There are many interactive learning at Kidstop. Your baby is still young thus museums might be a bit passive and boring for him.