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Underspecification Presents Challenges for Credibility in Modern Machine Learning - Paper Explained

Underspecification Presents Challenges for Credibility in Modern Machine Learning - Paper Explained

Yannic Kilcher via YouTube Direct link

- Epidemiological Example

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- Epidemiological Example

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Underspecification Presents Challenges for Credibility in Modern Machine Learning - Paper Explained

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  1. 1 - Into & Overview
  2. 2 - Underspecification of ML Pipelines
  3. 3 - Stress Tests
  4. 4 - Epidemiological Example
  5. 5 - Theoretical Model
  6. 6 - Example from Medical Genomics
  7. 7 - ImageNet-C Example
  8. 8 - BERT Models
  9. 9 - Conclusion & Comments

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