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20202022
most citedMachine Learning Operations (MLOps): Overview, Definition, and Architecture

51 citations · 117 across the 20 of their papers we have counts for

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Showing 2021Show all

7 papers · 1 filter

cs.LG2021

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…

cs.HC2021★ 1 cited

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…

cs.LG2021

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…

cs.CV2021

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…

cs.NI2021★ 2 cited

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…

cs.CV2021★ 3 cited

labelCloud: A Lightweight Domain-Independent Labeling Tool for 3D Object Detection in Point Clouds

Christoph Sager, Patrick Zschech, Niklas Kühl

Within the past decade, the rise of applications based on artificial intelligence (AI) in general and machine learning (ML) in specific has led to many significant contributions wi…

cs.CY2021★ 1 cited

Needmining: Designing Digital Support to Elicit Needs from Social Media

Niklas Kühl, Gerhard Satzger

Today's businesses face a high pressure to innovate in order to succeed in highly competitive markets. Successful innovations, though, typically require the identification and anal…