I forget DSA solutions after 2–3 weeks how can I remember them better?

This sounds like you are subconsciously memorizing. My advice is to do easier problems until they feel as easy as writing your name and then move on to harder problems. I would caution against accidentally memorizing stuff without understanding bit by bit what's happening. Give yourself space and time to learn and start easy.