Muscles/body shakes a lot during certain workouts

If I have to hold a position (planks) or do some exercises (Dips, pullups), the associated muscles shake a lot. Is this normal? It's kind of been something my body has done my whole life when I tried to workout, but I'd like to fix it cause it's annoying.