Note that the user must replace $PROJECT and $REPOSITORY_NAME with their own environment variable names or one can simply go to the Artifact Repository repo and get the name of the Docker image from there

apiVersion: apps/v1
kind: Deployment
metadata:
  name: model-deployment
  labels:
   app: ml-model-deployment
spec:
  replicas: 3
  selector:
   matchLabels:
    app: ml-model-deployment
  template:
   metadata:
    labels:
     app: ml-model-deployment
   spec:
    containers:
    - name: basic-tensorflow-model
      image: us-east1-docker.pkg.dev/$PROJECT/$REPOSITORY_NAME/
model-server
      ports:
      - containerPort: 8501