A facility with exercise equipment and sometimes instructors.
physical education
noun
An element of an educational curriculum concerned with bodily development, physical health and wellness, strength, physical co-ordination, and agility.
How often have the words fitness club and physical education occurred in a corpus of books? (source: Google Ngram Viewer )