Ethics and Fairness in AI Projects

Ethics and Fairness in AI Projects

When artificial intelligence influences decisions that affect people, ethics becomes a fundamental requirement. This microcredential equips you to detect risks, use evaluation frameworks, and structure AI initiatives that meet standards of fairness, transparency and...
Reinforcement Learning

Reinforcement Learning

The course is a 1.5‑ECTS hybrid course covering Reinforcement Learning from basics to state-of-the-art algorithms. Students learn to formulate and solve real-world problems using classical and modern techniques, from Q-learning to PPO and SAC, with practical focus on...
Reinforcement Learning

Generative and Self-Supervised ML

This course will be an introduction to unsupervised deep learning, covering self supervised machine learning methods and the different paradigms of generative deep learning including autoregressive models, flows, latent variable models, implicit models and denoise...