You can start a redis server to act as broker running this docker command
$ docker run -d -p 6379:6379 redis
$ celery -A celery_tasks worker --loglevel=INFO -c 3
$ python3 start_task.py
$ celery --broker=redis://localhost flower -A celery_tasks --port=5555