Skip to content

Deployment

Deployment Model Architecture

deployment Arch

Deployment of the model APIs

since we want low-latency prediction we used async service instead of sync service

Here are APIs which can be deployed as part of this assignment

  • Prediction API
  • Feedback API
  • Explanation API
  • confidence Interval API

complete_apis

prediction API

  • This is designed as a low latency async api
  • This API expects x1-x15 feature in a json format and returns a price recommendation

prediction_api

  • Response shown in the below figure prediction_api2

Feedback API (NotImplemented)

  • Where the feedback about the REcommended Price can be given by the user

Explanation (NotImplemented)

  • Explanation for the every prediction why the model recommended particular value as prediction

Confidence Interval (NotImplemented)

  • Instead predicting single price , if give exact price and range of the price it will be helpful to the user