My favorite series would probably narrow down to Zelda, Mario Kart, Pokemon, Devil May Cry, Kirby, Guitar Hero, Rock Band, and Super Smash bros., judging by the amount of games I own from these series.
As far as favorite individual games, here are some favorites and brief explanations why...