Duarte Carmo

RAG. You've heard about it. Your entire family has heard about it. However, most LLM based projects never make it to production. In this talk, I'll teach you some tricks on how to make a successful RAG app - so you don't have to make the same mistakes.

Machine learning is everywhere. The state-of-the art of the is advancing at an astronomical pace. But the industry is struggling to keep up. Often, we serve our ML models using micro services. But when things get popular and start breaking, it's time to scale your API. How to go about it?

Inspired by my post Four Years of Python where I talk through some valuable lessons for intermediate/beginner programmers to have in mind when scaling up their career in Python development. I mention topics such as testing, keeping things simple, and educating yourself.