Edwige Cyffers

Phd Student in Privacy Preserving Machine Learning

Ethics of algorithms

12 hours tutorial

I design three practicals from scratch for people coming from social sciences, with Python programming. I taught this tutorial at the University Paris Eiffel in 2021.

  • Compas example: How to compute the fairness metrics in this simple but interesting example.
  • Introduction on Privacy: what is re-identification, and can we do it at scale ? Which solutions ?
  • Bias in NLP: why and how we keep historical gender bias.

The goal is to open some black boxes and give them some tools that they could reuse in other projects.

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