Trustworthy machine learning, explained clearly.
Welcome! I am Alexander Jung, a tenured Associate Professor of Machine Learning at Aalto University, Finland. I lead the Machine Learning for Big Data group. I develop mathematical foundations and practical methods for trustworthy and federated machine learning—and make these ideas accessible through teaching, books, supervision, and public talks.
Explore my work
Research and collaboration
Federated learning, explainable AI, and the mathematical foundations of trustworthy machine learning.
Students and educators
University courses, open teaching materials, and thesis supervision.
Books and learning resources
From the foundations of machine learning to federated learning and a shared applied-ML vocabulary.
Talks and professional education
Public lectures, executive education, and tailored German-language AI-literacy seminars.
At a glance
- Associate Professor of Machine Learning at Aalto University
- Teacher of the Year 2018, Department of Computer Science, Aalto University
- Author of Machine Learning: The Basics and Federated Learning: From Theory to Practice
- Supervisor of more than 150 completed theses
My academic service includes doctoral examinations and professional-society leadership. I also maintain Fight the Academic Bullies, an independent public-interest project.
Get in touch
Email · LinkedIn · YouTube · GitHub · Google Scholar · ORCID