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ROADMAP.md

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Katib 2020 Roadmap

New Features

Hyperparameter Tuning

  • Support Early Stopping #692

Neural Architecture Search

  • Support Advanced NAS Algorithms like DARTs, ProxylessNAS #461

Other Features

  • Support Auto Model Compression #460
  • Support Auto Feature Engineering #475

Enhancements

Hyperparameter Tuning

  • Delete Suggestion deployment after Experiment is finished #1061
  • Save Suggestion state after deployment is deleted #1062
  • Reconsider the design of Trial Template #906
  • Add validation for algorithms (a.k.a suggestions) #1126

Neural Architecture Search

  • Refactor structure for NAS algorithms #1125
  • Refactor the design for NAS model constructor #1127
  • Katib UI fixes and enhancements
  • ENAS enhancements such as micro mode, RNN support