You need to say ADD FOREIGN KEY, not just FOREIGN KEY. (See https://www.w3schools.com/mysql/mysql_foreignkey.asp). It will probably look like

ALTER TABLE course
ADD FOREIGN KEY (student_id)
REFERENCES students(student_id);