Slides for my teaching commitments and other talks over the years. I try to keep this updated, but if you don’t find the slides you’re looking for, shoot me an email.

Feel free to use or adopt the slides, with appropriate attribution, if you find them valuable.

• AAAI Tutorial: The Many Faces of Multiplicity in ML (Please contact ALL authors before using or adopting the slides)
  Jan 20, 2026
  [webpage]
• Indigenous Pathfinders in AI
  Summer 2025
  [Choosing Appropriate ML Techniques] [Intro to NLP (Session 1)] [Intro to NLP (Session 2)] [Intro to NLP (Session 3)]
• ACM FAccT Tutorial: The Many Faces of Multiplicity in ML (Please contact ALL authors before using or adopting the slides)
  Jun 23, 2025
  [webpage]
• Mila Summer School in RAI and Human Rights: Technical Mitigation Strategies (First Half Only)
  May 28, 2025
  [slides]
• AI4Good Lab: NLP Recap Session
  May 23, 2025
  [slides]
• Mila Responsible AI Week: The Curious Case of Arbitrariness in Machine Learning
  Oct 16, 2024
  [slides]
• Indigenous Pathfinders in AI
  Summer 2024
  [Intro to ML (Session 4)] [Intro to NLP (Session 1)] [Intro to NLP (Session 2)] [Intro to Data Privacy]
• COMP 597: Machine Unlearning
  Winter 2024
  [slides]