Oxford Dictionary:

An activity done regularly in one’s leisure time for pleasure: her hobbies are reading and gardening

Wikipedia: 

A hobby is an activity, interest, enthusiasm, or pastime that is undertaken for pleasure or relaxation, typically done during one's own time.