Teaching
Explore Our Courses
Mathematical and Statistical Foundations of Machine Learning (Part I)
(V4, SoSe)
Mathematical Foundations of Deep Learning (Part II)
(V4, WiSe)
Mathematics of Signal and Image Processing
(V4, SoSe)
Optimization for Data Science (WiSe) (“Part 0”)
- Convex Optimization
- Optimization in Machine Learning (GD, SGD)
- Variational Methods in Image/Signal Processing (Forward-Backward Splitting Methods etc.)
High-Dimensional Probability Theory
(V4)
Compressive Sensing
(V4, WiSe)
Computational Mathematics (Bachelor) (V2, WiSe)
- Python
- Data Handling
- Numerische Lineare Algebra
- Singular Value Decomposition
- Seminar: Mathematical Foundations of AI (oder so aehnlich)
Applied Machine Learning in Python (SoSe)
Office Hours
During the summer term 2025, Professor Kutyniok's office hour is on Thu 12:30pm - 13:30 pm (office hour on May 22nd is cancelled).