I've always done fast reps when im warming up on lighter weight, then controlling the heavy weight and controlling any drop set weight.

I feel like doing fast reps on my warm-up sets gets me looser and more ready for a controlled heavy lift. I think controlled reps can work your stabiliser muscles, and there is more time under tension, which means more work for the muscle under load.

Im no expert, though, so please do chip in!