Kubernetes versions for the next katib version

[tenzen-y]

/kind discussion

Describe the solution you'd like
[A clear and concise description of what you want to happen.]
Currently, we support 3 K8s versions, such as v1.23, v1.24, and v1.25.

However, v1.23 has already reached EoL, and v1.24 will reach EoL on 2023-07-28.

So we can support v1.24-v1.26 or v1.25-v1.27 in the next katib release.

ref: https://kubernetes.io/releases/

cc: @kubeflow/wg-automl-leads @anencore94

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

The training operator will support the v1.25-v1.27 in the next release.

ref: kubeflow/training-operator#1803 (comment)

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[andreyvelich]

Thank you for creating this @tenzen-y.

I think, we agreed for these Kubernetes versions: v1.25, v1.26, v1.27 for the next Katib release during our last AutoML and Training Community Meeting.

[tenzen-y]

Thank you for creating this @tenzen-y.

I think, we agreed for these Kubernetes versions: v1.25, v1.26, v1.27 for the next Katib release during our last AutoML and Training Community Meeting.

Thank you for letting me know :)
I agree with the supported list.

[tenzen-y]

/assign