Some common cardio training mistakes to avoid include overtraining, neglecting proper warm-up and cool-down routines, relying solely on cardio exercises without incorporating strength training, and not listening to your body's signals. It's important to vary your workouts, maintain proper form, and prioritize rest and recovery.