Human Centered Machine Learning

Universiteit Utrecht (UU)

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Fairness in AI
  • Fairness in AI

  • Summary • 11 pages • 2022
  • This document contains notes and summaries covering the content of the course Human-Centered Machine Learning within the Artificial Intelligence Master at Utrecht University. It covers the following topics: - intro to FAI - measuring fairness - interventions & making fair systems
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Explainable AI
  • Explainable AI

  • Summary • 11 pages • 2022
  • This document contains notes and summaries covering the content of the course Human-Centered Machine Learning within the Artificial Intelligence Master at Utrecht University. It covers the following topics: - intro to XAI - interpretable models - model agnostic interpretability methods - neural network interpretability
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Human-Centered Machine Learning Summary & Course Notes
  • Human-Centered Machine Learning Summary & Course Notes

  • Summary • 22 pages • 2022
  • This document contains notes and summaries covering the content of the course Human-Centered Machine Learning within the Artificial Intelligence Master at Utrecht University. It is divided into two parts: Explainability and Fairness. It covers the following topics: - intro to XAI - interpretable models - model agnostic interpretability methods - neural network interpretability - intro to FAI - measuring fairness - interventions & making fair systems
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