Entering MLOps through Model Cards

The company, Wayflyer, is a platform supporting e-commerce founders and employs around 300 people across multiple countries. Their data team is distributed among various functional teams, such as Gross, New Bette, Data Services, and Andréing. Javier highlights the significance of reproducibility in model development and emphasizes the need for version data, configurations, and metadata. They introduce the concept of model cards, which involves documenting models comprehensively, including details, parameters, ethical considerations, and potential use cases. The goal is to ensure transparency and reproducibility in model deployment.