A guide to MLOps

Welcome! We are a team of passionate software engineers and data scientists from the Swiss AI Center. With expertise in both Machine Learning (ML) and DevOps, our mission is to provide a comprehensive guide for transitioning ML projects from experimentation to production.

To achieve this, we have carefully selected the most suitable tools to minimize friction within established workflows and teams, with a particular focus on SMEs.

This guide is designed to be practical, leading you step-by-step through the process of deploying ML models in real-world production environments. You will gain valuable knowledge and hands-on experience as you progress through the material.

No matter your level of experience in machine learning, we hope this guide will support you in achieving greater success in your ML projects!