I am Loek van Rossem, a PhD student in the Gatsby Computational Neuroscience Unit at University College London as part of Andrew Saxe's lab and am also part of Stefano Sarao Mannelli's lab at the Data Science and AI division in the Computer Science department of Chalmers University of Technology and Gothenburg University. Previously, I have completed my masters degree in mathematical physics at the Ludwig Maximilian University of Munich and the Technical University Munich. In my current research I try to apply approximations and physics-inspired intuitions to find relatively simple answers to questions regarding deep neural networks, such as how they can learn generalizing solutions.