exercise and weight loss

I have been using Brooke’s weight loss guidelines over the last four months. So far I have lost 15 lbs. I used to exercise regularly, but when I started the weight loss program I stopped because I heard Brooke mention that exercise hinders weight loss. I often miss the physical relief I get from exercise, including being able to sleep deeper and emotional stress relief. Will I hurt my weight loss effort by resuming exercise?