KFServing SDK sample notebook kfserving_sdk_sample.ipynb triggers error

[fhingerl]

/kind bug

What steps did you take and what happened:
[A clear and concise description of what the bug is.]
When trying to create an InferenceService by executing KFServing.create(isvc) in sample file kfserving_sdk_sample.ipynb following error is issued:

RuntimeError: Exception when calling CustomObjectsApi->create_namespaced_custom_object: (403)
Reason: Forbidden
HTTP response headers: HTTPHeaderDict({'Audit-Id': '6d435634-82d1-427f-88d7-70b5fb031166', 'Content-Type': 'application/json', 'X-Content-Type-Options': 'nosniff', 'Date': 'Fri, 24 Apr 2020 23:04:12 GMT', 'Content-Length': '406'})
HTTP response body: {"kind":"Status","apiVersion":"v1","metadata":{},"status":"Failure","message":"inferenceservices.serving.kubeflow.org is forbidden: User "system:serviceaccount:anonymous:default-editor" cannot create resource "inferenceservices" in API group "serving.kubeflow.org" in the namespace "anonym

I installed KFServing using the instructions given at: https://www.kubeflow.org/docs/aws/aws-e2e/

What did you expect to happen:
InferenceService should have been created in selected namespace (anonymous).

Anything else you would like to add:
[Miscellaneous information that will assist in solving the issue.]

Environment:

• Kubeflow version: (version number can be found at the bottom left corner of the Kubeflow dashboard): v1.0 (dev_local)
• kfctl version: (use kfctl version): v1.0.1-0-gf3edb9b
• Kubernetes platform: (e.g. minikube): AWS EKS
• Kubernetes version: (use kubectl version): Client Version: version.Info{Major:"1", Minor:"17", GitVersion:"v1.17.4", GitCommit:"8d8aa39598534325ad77120c120a22b3a990b5ea", GitTreeState:"clean", BuildDate:"2020-03-12T23:41:24Z", GoVersion:"go1.14", Compiler:"gc", Platform:"darwin/amd64"}
  Server Version: version.Info{Major:"1", Minor:"14+", GitVersion:"v1.14.9-eks-502bfb", GitCommit:"502bfb383169b124d87848f89e17a04b9fc1f6f0", GitTreeState:"clean", BuildDate:"2020-02-07T01:31:02Z", GoVersion:"go1.12.12", Compiler:"gc", Platform:"linux/amd64"}
• OS (e.g. from /etc/os-release): darwin/amd64 10.13.6

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[stale]

This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs. Thank you for your contributions.

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Label	Probability
area/inference	0.61

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Issue-Label Bot is automatically applying the labels:

Label	Probability
area/inference	0.61

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