51 citations · 85 across the 14 of their papers we have counts for
23 papers
Machine Learning Operations (MLOps): Overview, Definition, and Architecture
Dominik Kreuzberger, Niklas Kühl, Sebastian Hirschl
The final goal of all industrial machine learning (ML) projects is to develop ML products and rapidly bring them into production. However, it is highly challenging to automate and…
Utilizing Active Machine Learning for Quality Assurance: A Case Study of Virtual Car Renderings in the Automotive Industry
Patrick Hemmer, Niklas Kühl, Jakob Schöffer
Computer-generated imagery of car models has become an indispensable part of car manufacturers' advertisement concepts. They are for instance used in car configurators to offer cus…
Intelligent Decision Assistance Versus Automated Decision-Making: Enhancing Knowledge Work Through Explainable Artificial Intelligence
Max Schemmer, Niklas Kühl, Gerhard Satzger
While recent advances in AI-based automated decision-making have shown many benefits for businesses and society, they also come at a cost. It has for long been known that a high le…
What to Prioritize? Natural Language Processing for the Development of a Modern Bug Tracking Solution in Hardware Development
Thi Thu Hang Do, Markus Dobler, Niklas Kühl
Managing large numbers of incoming bug reports and finding the most critical issues in hardware development is time consuming, but crucial in order to reduce development costs. In…
Deep Learning Strategies for Industrial Surface Defect Detection Systems
Dominik Martin, Simon Heinzel, Johannes Kunze von Bischhoffshausen +1
Deep learning methods have proven to outperform traditional computer vision methods in various areas of image processing. However, the application of deep learning in industrial su…
Towards a Reference Architecture for Future Industrial Internet of Things Networks
Dominik Martin, Niklas Kühl, Marcel Schwenk
With the continuing decrease of sensor technology prices as well as the increase of communication and analytical capabilities of modern internet of things devices, the continuously…