AWS Sagemaker : Pinned the pip packages in dockerfile

[akartsky]

Please merge this first : #3397

Pinned the pip packages and rearranged the dockerfile

[kubeflow-bot]

This change is 

[k8s-ci-robot]

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[k8s-ci-robot]

Hi @akartsky. Thanks for your PR.

I'm waiting for a kubeflow member to verify that this patch is reasonable to test. If it is, they should reply with /ok-to-test on its own line. Until that is done, I will not automatically test new commits in this PR, but the usual testing commands by org members will still work. Regular contributors should join the org to skip this step.

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[Jeffwan]

@akartsky Can you just add one more commit and update that PR #3397?

[akartsky]

@akartsky Can you just add one more commit and update that PR #3397?

done
closing this PR