Airports:

University Park Airport
Harrisburg Airport (2 hours away)

Bus:

Megabus
Greyhound
Fullington Trailways

Local Transportation:

CATA Bus, routes and information available here.

Taxis
AA Taxi, Inc. (814) 231-8294
Golden Taxi (814) 954-7535
Nittany Express (814) 867-4647

Uber and Lyft also operate in and around State College.

State College does not have a train station. The closest station is in Tyrone, but no public transportation is available there. The next closest option would be the train station in Harrisburg and then renting a car.