This reference architecture shows how to train a recommendation model by using Azure Databricks, and then deploy the model as an API by using Azure Cosmos DB, Azure Machine Learning, and Azure Kubernetes Service (AKS). For a reference implementation of this architecture see Building a Real-time Recommendation API on GitHub.
https://learn.microsoft.com/en-us/azure/architecture/ai-ml/architecture/real-time-recommendation
