Azure Machine Learning provides cloud-native tooling to train, tune, and deploy machine-learning and deep-learning models. However, some data sets can't be sent to the cloud. By using this solution, data scientists can use Machine Learning to train portable models with on-premises data and compute resources.
https://learn.microsoft.com/en-us/azure/architecture/example-scenario/hybrid/train-machine-learning-models-on-premises-data
