I've recently participated in the Gemma 4 challenge here on DEV.to, but fell short compared to many amazing projects. I really liked LIKAS. I encourage you all to check it; it's awesome.

Nevertheless, I liked my project, Dresscode - your AI stylist -, so I decided to go on with it. But moving from a proof of concept to a fully fledged project is not that simple. And MLOps is a crucial part of this change.

This tutorial will walk you through the complete MLOps pipeline, but I won't go into much detail and code to keep it readable.

I'll explain the steps, give real-life examples, and explain how I would do them for the production version of Dresscode (not the open-sourced code)

The classic MLOps pipelines usually consist of 7 steps