This thesis explores the fundamental aspects of machine learning, which are involved with
acquiring knowledge in the research field of astro-particle physics. This research field …

Besides the detection of astrophysical neutrinos, atmospheric neutrinos from cosmic-ray-
induced air showers are detected at unprecedented statistics with the IceCube Neutrino …

The deconvolution of energy spectra is a common problem in neutrino astronomy. As an
inverse problem, its solution requires special methods. The Dortmund Spectrum Estimation …