There is an introduction to my research for non-mathematicians and mathematicians from other research areas, including general themes and a few words on selected publications. Other pages in this section may use some terminology and concepts of advanced mathematics. Currently, I am mostly interested in various topics in machine learning, among them - Functions which are well approximated by deep, but not shallow neural networks.
- Convolutional neural networks and the use of symmetry in machine learning.
- Various optimization algorithms for the weights of a neural network and the impact of parameter initialization.
You can find a complete list of my publications here, on Orcid and ArXiv. Some publications are also available on cvgmt or DeepAI respectively. |