Managing models with the DVC model registry
DVC is an open source command-line tool that helps us develop reproducible ML projects. Weasel itself was inspired by DVC (https://x.com/honnibal/status/1316792615996592133). It comes with tools to version data and models, track experiments, compare data, and share experiments. In this section, we’re going to use the model registry in DVC Studio, a web application that enables teams to run and track experiments and manage the model life cycle.
Under the hood, DVC Studio uses a command line called Git Tag Ops (GTO) for model registry actions. To work with DVC, it’s useful to learn more about GitOps. Let’s do this in the next section.
What is GitOps?
GitOps is a set of practices that emphasizes the use of the Git version control system as the source of truth for declarative infrastructure and applications. It draws ideas from DevOps and infrastructure as code practices. The GitOps WG (https://opengitops.dev/) defines...
