20. LLM Ops: Scaling Large Language Models on Cloud Infrastructure (Azure & FastAPI)

How do you move from a local prototype to a system that handles thousands of users? The real challenge for any AI application begins when it leaves your local machine. In this video, we dive into the world of LLM Scaling. Scaling a Large Language Model isn't just about adding more power; it’s a delicate balancing act between speed, capacity, and budget. In this session, we explore: 1. The Scaling Quadrille: Understanding the trade-offs between Latency, Concurrency, Resources, and Cost. We explain why you can’t maximize all four at once. 2. Dynamic Scaling: Moving beyond guesswork. Learn how r…