I have one side stronger than the other - is this normal and what weights should I use?

Yes, this is normal in untrained people but it will even out with training! It's common because we use our dominant side in daily activity. 

Choose a weight that challenges your weaker side, even if it's too easy for your stronger side and use the same weight for each, otherwise you will only end up increasing the dominance.