You can remove that folder so it will be recreated automatically.

Additionally every new job run should have new (or just empty) checkpoint location.

You can add in your code before running streaming:

dbutils.fs.rm(checkpoint_path, True)

Additionally you can verify that location for example by using "Data" icon in left menu: