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Fix data oob notebook #636

Merged
merged 43 commits into from
Jan 15, 2025
Merged

Fix data oob notebook #636

merged 43 commits into from
Jan 15, 2025

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mdbenito
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@mdbenito mdbenito commented Jan 15, 2025

Description

This PR closes #619 and includes a bunch of fixes found along the way

Changes

  • Fixes DataOOBValuation to only accept bagged models
  • Corrects the analysis in data_oob.ipynb to account for data imbalance.
  • Adds documentation about Data-OOB
  • Includes a method run_removal_experiment to quickly run this experiment
  • Fixes some types
  • Includes variances and counts in valuation results
  • Fixes a warning message in valuation result about data conversion

Checklist

  • Wrote Unit tests (if necessary)
  • Updated Documentation (if necessary)
  • Updated Changelog
  • If notebooks were added/changed, added boilerplate cells are tagged with "tags": ["hide"] or "tags": ["hide-input"]

@mdbenito
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@schroedk Since you probably don't have time for this, I'll merge right away and tag you here for reference, in case you want to look at it.

@mdbenito mdbenito merged commit bf380bd into develop Jan 15, 2025
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@mdbenito mdbenito deleted the feature/619-oob-valuation branch January 15, 2025 16:52
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Adapt data_oob.ipynb to use new package pydvl.valuation
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