Is it normal for the machine to shake and make noise while kneading?

Slight shaking and low noise are normal (the motor drives the kneading blade). Severe shaking/loud noise is caused by:
① Uneven ingredient ratio (hard dough);
② The machine is not placed on a flat surface;
③ The kneading blade is not installed properly.