This is an ongoing difficulty for students, Salam:
Some sports, those that are games, we 'play'-- play tennis, play football, play cricket, play rugby, play hockey.
For the martial arts, and a few other skill-oriented sports we usually 'practice'-- practice judo, practice kyudo, practice...