How can I improve my Yu-gi-oh Deck?

It has been a while since I used Yu-Gi-Oh but if i remember correctly I always won with alpha beta and gamma cards. I know that they are rare cards, however there is a yu gi oh game you can buy that comes with the cards. The game is for ps2 and its really fun. With these cards its very easy