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Machine Learning Ethics

Courses

  • Summer Institutes for Computational Social Science
  • People + AI
  • Google AI ML fairness lectures
  • Law for Computer Scientists
  • Berkeley course on Social Movements and Social Media
  • Syllabus • Human-AI Interaction • Fall 2022 • CMSC 848C - UMD by Hal Daume

Books

  • PATTERNS, PREDICTIONS, AND ACTIONS: A story about machine learning - Moritz Hardt and Benjamin Recht
  • Trust and Artificial Intelligence by Brian Stanton, Theodore Jensen
  • How Humans Judge Machines
  • Fairness and machine learning Limitations and Opportunities Solon Barocas, Moritz Hardt, Arvind Narayanan
  • Trustworthy Machine Learning by Kush R. Varshney

Tools

  • The Bias and Fairness Audit Toolkit

Links

  • Awesome list
  • Ethics courses syllabus
  • Ironies of Automation
  • Ethics checklist for data science
  • Artificial Intelligence and Human Rights
  • ML gone wrong, a beginners explanation of AI ethics
  • Content moderation reading list by Social Media Collective lab
  • ML Fairness overview
  • Tutorial Series: Limits of Social Data
  • Tutorial
  • Using Big Data to Solve Economic and Social Problems
  • CS269 - Special Topic in AI: Fairness, Accountability, and Transparency in Natural Language Processing
  • Challenges of incorporating algorithmic fairness into practice
  • Tech Ethics Curriculum

Datasets

  • Compass Recidivism

Challenges

  • Differential privacy

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