The former Celtic player sustained an ankle injury against Ross County last month.
The 25-year-old was carried off with ligament damage during the goalless draw but joined his teammates for training yesterday.
McGinn posted on his Twitter account: “Just had my 1st proper training session with the lads, feeling good.. Now to get the fitness up”.