Workouts for 2nd trimester

I’m currently 19 weeks and I wasn’t working out much pre pregnancy. My pre pregnancy weight was 138 and now I am 147. I’ve started walking 1.5 miles/5 days a week since 16 weeks. Now I have cellulite on my legs and I really want to do something to tone up without overdoing it. Any recommendations?