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Image Credit: Arxiv

Engineering the Law-Machine Learning Translation Problem: Developing Legally Aligned Models

  • Organizations developing machine learning-based (ML) technologies face the challenge of achieving high predictive performance while respecting the law.
  • ML model behavior cannot be directly operationalized in source code to meet legal obligations.
  • A five-stage interdisciplinary framework is introduced to integrate legal and ML-technical analysis during ML model development.
  • The framework helps design legally aligned ML models and identify high-performing models that are legally justifiable.

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