BlogApplication AI for auditing – First steps towards automation Prof. Dr. Rafet Sifa, 20. October 2021 Auditors usually still work without any support from Machine Learning algorithms. ALI is an AI-based recommender system that can automate large parts of the auditing process and is already being used by PriceWaterhouseCoopers GmbH....
BlogResearch Bin packing: When even Computers have to guess Sebastian Müller, 11. August 2021 Bin packing is part of the thoroughly scrutinized class of combinatorial optimization problems. This Blog post applies two practical heuristics to a concrete example and compares their efficacy regarding two criteria....
BlogResearch Evolutionary Optimization of Quantum Circuits Sascha Mücke, 12. May 2021 Evolutionary optimization is a real alternative to gradient-based methods, as it can be used more flexibly in different application scenarios. Lamarr researchers used evolutionary algorithms to optimize quantum computer circuits....
BlogBasics Deep Learning: How do deep neural networks work? Dr. Gerhard Paaß, 21. April 2021 Deep Learning uses deep neural networks to recognize images, understand text and make decisions more accurately. To analyze large data sets, "layered learning" uses multiple hidden layers in the network....
BlogBasics Optimization in Machine Learning Dr. Raphael Fischer, 13. January 2021 Optimization is a key component of Machine Learning that allows models to be trained based on data. It usually works in the background but is especially important for highly complex learning problems and difficult data....
BlogBasics How do machines learn? Sascha Mücke, 13. January 2021 Machine Learning has long become an integral part of our world, changing our lives and society. Here, we explain the basic terms and concepts of this novel technology....
