Incubator Summer Academy - Next Level Data Science

Contribution List

40. Lecture: Fairness in machine learning

Niki Kilbertus

22/09/2023, 10:00

Course Package 9 (Helmholtz AI)

// Level: BEGINNER ///
In this talk we survey the role of machine learning methods in questions of social justice and discrimination. First, we take a bird’s eye view on which domains may be particularly affected, how machine learning can sustain or even promote inequalities, and whether there are also opportunities for ML to help reduce or prevent discrimination in practice. Via a deep dive...

32. Course Package 9 (Helmholtz AI): Introduction to eXplainable AI

Donatella Cea, Elisabeth Georgii (Helmholtz Zentrum München), Florian Kofler (HAI), Francesco Campi, Harshavardhan Subramanian, Helena Pelin, Lisa Barros de Andrade e Sousa (Helmholtz AI), Mahyar Valizadeh (Helmholtz AI consultacy health unit), Sabrina Benassou, Theresa Willem

22/09/2023, 13:30

Course Package 9 (Helmholtz AI)

During this course participants will get an introduction to the topic of Explainable AI (XAI). The goal of the course is to help participants understand how XAI methods can help uncover biases in the data or provide interesting insights. After a general introduction to XAI, the course goes deeper into state-of-the-art model agnostic interpretation techniques as well as a practical session...