Are you using any cloud services like Lambda or Sagemaker? Or you are running Kubernetes cluster or similar container orchestrations cluster?
A typical way to secure your REST endpoint is to have an authentication server in front of your services and redirect valid request to your model APIs. Common methods are basic auth, JWT(json web token) and Oauth.