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Fixes: https://github.com/kubeflow/katib/issues/2314, https://github.com/kubeflow/katib/issues/1672. I reorganized Katib doc based on our recent discussions. Still need to finish some docs: - Add Why Katib? sections. - Add AI/ML Lifecycle Diagram. @StefanoFioravanzo Please...

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Related: https://github.com/kubeflow/training-operator/issues/2013 This is draft PR for our new Fine-Tune API in Kubeflow Training Operator. We will work on the page structure in this Google doc to finalise it: https://docs.google.com/document/d/18PuuaDRISj5mlrBn1GJrxwuB6Z5zTtXKpVbLUIeLx-8/edit?usp=sharing.

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Based on https://github.com/kubeflow/website/issues/3712#issuecomment-2090564646, we need to review the structure of the docs. The output of this issue is a description that answers the following questions: - What needs to change?...

This PR updates the contributors table link. Fixes https://github.com/kubeflow/website/issues/3732.

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Tracking issue for documentation updates for Kubeflow 1.9 **Components** Model Registry: - [x] Model Registry new docs https://github.com/kubeflow/website/pull/3698 - [x] Examples (at least one quickstart - is this part of...

Based on our recent discussion with @franciscojavierarceo I updated the ML lifecycle diagram in the architecture guides: https://github.com/kubeflow/website/pull/3719#discussion_r1578194240 We can re-use this ML lifecycle diagram in each Kubeflow Component and...

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![Screenshot 2024-05-05 201826](https://github.com/kubeflow/website/assets/116512372/53937f44-932c-48e7-928d-ff477e291d16) ![Screenshot 2024-05-05 201811](https://github.com/kubeflow/website/assets/116512372/8e6b3620-0db1-4428-b828-5126d2504314)

The current version of Feast is v0.37. And we need to update the outdated content.

Add Francisco as OWNER for Feature Store documentation

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As we discussed multiple times before, we want to explain our users that Kubeflow components can be deployed: - in **Standalone** mode. - in **Kubeflow Platform** for end-to-end AI/ML experience....

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