"Fast" can be an adjective or an adverb (ex. I am fast. I run fast.) "Faster" is the comparative form of fast (ex. Usain Bolt is faster than I am). "Quickly" means the same thing as "fast" but can only be used as an adverb (I run quickly). As an adjective, you would say "quick," however, it carries more a connotation of agility than unidirectional speed.