When naming activities as nouns (like sports, hobbies, or habits), English uses the -ing form (gerund). 'Swimming' is the correct gerund form. 'Swimm' has an extra 'm', 'Swim' is the verb base form, and 'Swiming' misspells the gerund by dropping one 'm'.