Do have to go college become a speech therapist?

Yes, you need to go to college to become a speech-language pathologist (SLP), which is the official title for a speech therapist. It requires a master's degree at minimum, and often includes a clinical fellowship year. A bachelor's degree is a prerequisite to entering a master's program.