Presentations

Algorithmic Fairness Lectures

Transparency in Algorithmic Fairness

• Slides

Data Science & Optimization Conference Toronto 2019

• Slides

DeepBayes Summer School Moscow 2019

• Slides

Discus ML Summer School Sussex 2019

• Lecture
• Exercise

Lviv Summer School 2020

• Lecture
• Exercise

University of Trento 2023

• Lecture
• Exercise

MSc Module

Topics in Computing Module ‘20

Part 1

• Intro to M.L.
• Why are we interested in fairness?
• Definitions of Fairness
• Adversarial Representation

Part 2

• How to enforce fairness
• Delayed Impact of Fair Machine Learning
• Fair Causal models

Topics in Computing Module ‘18

Part 1

• Intro to M.L.
• Why are we interested in fairness?
• Definitions of Fairness
• Adversarial Representation

Part 2

• How to enforce fairness
• Delayed Impact of Fair Machine Learning
• Fair Causal models

Summaries

• Summary
• Overview

Programming

• Tools and Tenets for ML and Python