21. How to Deploy LLM Applications: Azure OpenAI, FastAPI, and App Service Scaling

Analytics Vidhya · Intermediate ·🧠 Large Language Models ·4d ago
Stop building demos and start deploying production-ready AI. In this video, we move beyond localhost and take our RAG (Retrieval Augmented Generation) system to a real-world production environment. We demonstrate how to deploy our FastAPI-based application to Azure App Services. The core power of LLM Ops is on full display here: we are using the exact same codebase we built locally, adapting it for the cloud entirely through configuration. We even switch our LLM provider to Azure OpenAI without changing a single line of core application logic. What you will learn in this session: - The Depl…
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5 Levels of AI Agents - From Simple LLM Calls to Multi-Agent Systems
Dave Ebbelaar (LLM Eng)