from azureml.core import Workspace, Datastore, Dataset from azureml.data.datapath import DataPath ws = Workspace.from_config() datastore = Datastore.get(ws, '<name of your datastore>') ds = Dataset.File.upload_directory(src_dir='<path to you data>', target=DataPath(datastore, '<path on the datastore>'), show_progress=True)