In this lab challenge, you will take on the role of a data scientist and complete several tasks within the Azure Machine Learning service. You will train a machine learning model using an Azure Notebook or the Azure Machine Learning GUI. After the model has been trained and is ready for production, you will deploy it as a web service using Azure Container Instances. You must complete these tasks and pass all the checks before time runs out.