We present some results of our experience of teaching mathematical disciplines in English to foreign and Ukrainian students studying in multinational groups on technical and IT specialties in National Aviation University. We consider the specifics of organization of educational process, especially problems arising in order to organize effective teamwork on practical classes for students which are not native speakers.