The latest research indicates that training two times per week for each muscle group is ideal for muscle growth and strength development. You can achieve this with either a two or three day split. A two day split could involve splitting legs and upper body or doing push training on one day and pull training open the next day. On a three day slit, work your chest and arms one day, back and shoulder the next, and legs on the third day.