Azure AI Blog Docker Python Cloud When you work with Azure Machine Learning, you are not required to work with Azure Machine Learning portal. Since Azure Machine Learning libraries supports to work connected with your workspace through the official library, you can benefit from containers to create an entire dev container to develop and deploy your code into Azure Machine Learning Service.