Explanation Box 1: DataStore To get a specific datastore registered in the current workspace, use the get() static method on the Datastore class: # Get a named datastore from the current workspace datastore = Datastore.get(ws, datastore_name='your datastore name') Box 2: ws Box 3: demo_datastore Reference: https://docs.microsoft.com/en-us/azure/machine-learning/how-to-access-data