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GSoC 2024: Summary of LLM Hyperparameter Optimization API Project #154

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This PR adds a detailed summary of my GSoC 2024 Project 4: Developing the LLM Hyperparameter Optimization API in Kubeflow's Katib. It highlights the motivation, goals, my contributions, and key lessons learned from the project.

Signed-off-by: helenxie-bit <helenxiehz@gmail.com>
Signed-off-by: helenxie-bit <helenxiehz@gmail.com>
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[APPROVALNOTIFIER] This PR is NOT APPROVED

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Ref: kubeflow/katib#2339

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Please review when you have time and any suggestions are welcome! Thanks! @andreyvelich @johnugeorge @terrytangyuan

Signed-off-by: helenxie-bit <helenxiehz@gmail.com>
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