Remove unused pkg/suggestion/v1beta1/bayesianoptimization

[tenzen-y]

/kind feature

Describe the solution you'd like
[A clear and concise description of what you want to happen.]
There are Python codes for the bayesian optimization suggestion service in pkg/suggestion/v1beta1/bayesianoptimization, but since their codes are unused anywhere, not tested, and no exist Docker images, we are not sure if compatible with current Katib.

So, it would be better to remove pkg/suggestion/v1beta1/bayesianoptimization.

What do you think about this? @kubeflow/wg-automl-leads

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

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[github-actions]

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.

[andreyvelich]

Yes, let's remove this, since this code is not longer maintained and use Scikit optimize for BO.

[github-actions]

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.

[tenzen-y]

/lifecycle frozen