How can I make an API after compiling and running my pipeline on Kubeflow?

Question

I built a pipeline which takes an image and returns a number of persons. I want to make an API which takes an image and returns a JSON file with count using Kubeflow.

Answer 1

There are a few ways that you can deploy a model for inference from a pipeline:

• You can use Kubeflow components like KFServing and the KFServing Deployer component for Kubeflow Pipelines
• If you are using a cloud provider, they may have services you can use for inference. For example, there is a component that deploys trained models to Google Cloud AI Platform
• Or, you could build a custom solution