Week 3: Machine Learning and Models

Schedule

Morning

  • Guest Lecture: Model Training, Tuning & Evaluation
  • Workshop: Model Training, Tuning & Evaluation With Google Teachable Machine

Afternoon

  • Lecture: The Ethics of ML Models (Burrell, 2016; Mitchell et al., 2019)
  • Workshop: Prototyping Models

Homework

Readings

  • Alfrink, K., Keller, I., Kortuem, G., & Doorn, N. (2022). Contestable AI by Design: Towards a Framework. Minds and Machines, 33(4), 613–639. https://doi.org/10/gqnjcs
  • Gilbert, T. K., Lambert, N., Dean, S., Zick, T., Snoswell, A., & Mehta, S. (2023). Reward Reports for Reinforcement Learning. Proceedings of the 2023 AAAI/ACM Conference on AI, Ethics, and Society, 84–130. https://doi.org/10/gs9cnh

Activities

  • Collect data for stakeholder analysis

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