diff --git a/content/docs/studio/user-guide/model-registry/use-models.md b/content/docs/studio/user-guide/model-registry/use-models.md index eb0cf85abc..de446b9774 100644 --- a/content/docs/studio/user-guide/model-registry/use-models.md +++ b/content/docs/studio/user-guide/model-registry/use-models.md @@ -59,12 +59,12 @@ credentials set up in your environment. ## Deploying and publishing models in CI/CD -A popular deployment option is to use CI/CD pipelines triggered by new Git tags -to publish or deploy a new model version. Since GTO registers versions and -assigns stages by creating Git tags, you can set up a CI/CD pipeline to be +A popular deployment option is to **use CI/CD pipelines triggered by new Git +tags to publish or deploy a new model version**. Since GTO registers versions +and assigns stages by creating Git tags, you can set up a CI/CD pipeline to be triggered when the tags are pushed to the repository. -To see an actual example, check out +**To see an example**, check out [the workflow in the `example-gto` repository](https://github.com/iterative/example-gto/blob/main/.github/workflows/gto-act-on-tags.yml). This workflow uses [the GTO GitHub Action](https://github.com/iterative/gto-action) that interprets @@ -72,10 +72,12 @@ a Git tag to find out the model's version and stage assignment (if any), reads annotation details such as `path`, `type` and `description`, and downloads the model binaries if needed. -The `example-gto` repository also includes an -[example workflow that deploys a model](https://github.com/iterative/example-gto/blob/mlem/.github/workflows/deploy-model-with-mlem.yml) -from CI/CD using MLEM. +For help **building an end-to-flow from model training to deployment using the +DVC model registry**, refer the +[tutorial on automating model deployment to Sagemaker](https://iterative.ai/blog/sagemaker-model-deployment). +[Here](https://github.com/iterative/example-get-started-experiments/blob/main/.github/workflows/deploy-model.yml) +is the complete workflow script. -Finally, you can find examples of building a Docker image with a model and -deploying it to the cloud in the +Finally, you can find examples of **building a Docker image with a model and +deploying it to the cloud** in the [GTO user guide](/doc/gto/user-guide#acting-on-new-registrations-and-assignments).