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We should discuss our Katib Roadmap for 2021.
Some points from my side:
Katib enhancements
- Finish AWS CI/CD migration for the release process.
- New Katib UI implementation: https://github.com/kubeflow/katib/projects/1.
- Support multiple versions in Katib CRDs.
- Support various parameter distribution: [feature] Support log-uniform scale in search space definition #1207.
- Finish validation for the algorithms: Add validation for algortihms (a.k.a suggestions) #1126.
Advanced AutoML features
- Refactor Hyperband: Refactor Hyperband Suggestion #1389.
- Support ASHA, I believe it is very popular.
- Separate CRD for NAS and HP ?
- Support Population Based Training: Support for PBT (Population Based Training) #1382.
- Support AutoMC: [feature request] Support AutoMC in Katib #460.
- Support Feature Engineering: [feature request] Support automated feature engineering in Katib #475.
Please give your feedback and what do you want to see in Katib 2021.
cc @gaocegege @johnugeorge @PatrickXYS @terrytangyuan @kimwnasptd @yanniszark @jbottum @c-bata @RFMVasconcelos @knkski @anneum @thomas-mueller
Let's finalise our Roadmap on the upcoming WG meetings (24th of March and 7th of April).
terrytangyuan, PatrickXYS, gaocegege, c-bata and rui-vaskimwnasptd, terrytangyuan, PatrickXYS, gaocegege, c-bata and 1 more