Model Explanations with Anchor Tabular

Launch an income prediction model and get explanations on tabular data.

In this demo we will:

  • Launch an income classification model which has tabular training features
  • Send a request to get a predicton
  • Create an explainer for the model
  • Send the same request and then get an explanation for it

This model provides a model trained to predict high or low income based on demographic features from a 1996 US census.

Create Model

Use the model url:

gs://seldon-models/sklearn/income/model

load

Get Predictions

Run a single prediction using the JSON below.

{"instances":[[39, 7, 1, 1, 1, 1, 4, 1, 2174, 0, 40, 9]]}

load

Add an Anchor Tabular Explainer

Create an model explainer using the URL below for the saved explainer.

gs://seldon-models/sklearn/income/explainer

load

Get Explanation for one Request

Resend a single request and then explain it using the JSON below:

{"instances":[[39, 7, 1, 1, 1, 1, 4, 1, 2174, 0, 40, 9]]}

explain


Last modified September 6, 2020: Update titles (ba35537)