In this session, you'll learn how to build a scalable chat application utilizing Azure Cosmos DB and Azure Kubernetes Service (AKS). We'll set up Azure Cosmos DB for MongoDB for logging chat history and Azure File Storage for storing weights of our language model. Then, we'll deploy the Hugging Face Text Generation Inference (TGI) and Chat UI as individual services on AKS. We'll also configure Nginx Ingress Controller for TLS termination to ensure secure communication. By the end, we'll have a fully functional chat application running on Azure infrastructure.