If you are still getting sore after 2 or 3 weeks of starting a workout program, you're doing it wrong.

Put more fucking weight on the bar.

Soreness comes from too much eccentric movement and too many reps.

Use enough weight so that you don't know if you're gonna be able to do the fifth rep.