Application is a publicly available endpoint to reach your models. It allows you to use your most recent deployed production models via HTTP-requests, gRPC API calls or configure it as a part of Kafka streams.

When configuring applications you have 2 options:

  1. Singular application is an option if you want to use just one of your models. In that case your model handles all necessary transformations and data cleaning itself and produces only the desired result.

  2. Pipeline application is an option if you want to create pipelines that will let data flow through different models, perform pre/post processing operations, etc.