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Add Ablation importance to DeepCave #110

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sarah-segel opened this issue Jan 16, 2024 · 0 comments
Open

Add Ablation importance to DeepCave #110

sarah-segel opened this issue Jan 16, 2024 · 0 comments
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@sarah-segel
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sarah-segel commented Jan 16, 2024

See https://automl.github.io/ParameterImportance/algorithms.html#ablation

Example Notebook that can be transferred to DeepCAVE:
Ablation_example.zip

Changes required:

  • Should consider only positive HP changes
  • Multiple iterations & averaging should be possible (could then show the average increase in performance when using the HP incumbent as the importance?)
@sarah-segel sarah-segel added this to the v2.0 milestone Jan 16, 2024
@helegraf helegraf removed this from the v2.0 milestone Jan 18, 2024
@sarah-segel sarah-segel added this to the v2.0 milestone Feb 14, 2024
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