docker build . -t al-airflow

in bash shell:

docker run -d -p 8080:8080 --rm
--volume $PWD/dags:/app/airflow/dags
--name airflow_container
al-airflow

in powershell on wondows:

docker run -d -p 8080:8080 --rm --volume ${PWD}/dags:/app/airflow/dags --name airflow_container al-airflow