Outlier Detection

Outlier detection models are treated as any other Model. You can run any saved Alibi-Detect outlier detection model by adding the requirement alibi-detect.

An example outlier detection model from the CIFAR10 image classification example is shown below:

# samples/models/cifar10-outlier-detect.yaml
apiVersion: mlops.seldon.io/v1alpha1
kind: Model
metadata:
  name: cifar10-outlier
spec:
  storageUri: "gs://seldon-models/scv2/examples/mlserver_1.3.5/cifar10/outlier-detector"
  requirements:
    - mlserver
    - alibi-detect

Examples

• CIFAR10 image classification with outlier detector

• Tabular income classification model with outlier detector