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.