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Add Katib 2021 ROADMAP #1524

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Add Katib 2021 ROADMAP #1524

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Add 2021 ROADMAP
andreyvelich Apr 26, 2021
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# Katib 2021 Roadmap

## New Features

### AutoML

- Support Population Based Training [#1382](https://github.com/kubeflow/katib/issues/1382)
- Support [ASHA](https://arxiv.org/pdf/1810.05934.pdf)
- Support Auto Model Compression [#460](https://github.com/kubeflow/katib/issues/460)
- Support Auto Feature Engineering [#475](https://github.com/kubeflow/katib/issues/475)
- Various CRDs for HP, NAS and other AutoML techniques.

### UI

- Migrate to the new Katib UI [Project 1](https://github.com/kubeflow/katib/projects/1)
- Hyperparameters visualization with fANOVA algorithm
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## Enhancements

- Finish AWS CI/CD migration
- Support various parameter distribution [#1207](https://github.com/kubeflow/katib/issues/1207)
- Finish validation for Algorithms [#1126](https://github.com/kubeflow/katib/issues/1126)
- Refactor Hyperband [#1389](https://github.com/kubeflow/katib/issues/1389)
- Support multiple CRD version with conversion webhook
- MLMD integration with Katib Experiments

# History

# Katib 2020 Roadmap

## New Features
Expand Down