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Group of Computer Architecture / AGRA | Computer Science | Faculty 03 | University of Bremen

Christopher Metz, M.Sc.


I am involved in setting up the Data Science Center. The preparation of the data is important for techniques of data science and machine learning. Because of that I deal with the collection, storage, archiving and processing of data. Futher more I am also interested in the areas of distributed and mobile applications as well as infrastructure for high-performance computing.

Research Staff

+49 421 218-63942

MZH 4202

cmetz@uni-bremen.de

Energy-Efficient CNN inferencing on GPUs with Dynamic Frequency Scaling
Author: Rolf Drechsler, Christopher Metz, und Christina Plump
Conference: International Conference on Innovations in Data Analytics (ICIDA)
Pdf | Reference: West Bengal, India, 2023

Hybrid PTX Analysis for GPU accelerated CNN inferencing aiding Computer Architecture Design
Author: Christopher Metz, Christina Plump, Bernhard J. Berger, Rolf Drechsler
Conference: Forum on Specification & Design Languages (FDL)
Pdf | Reference: Turin, Italy, 2023

Towards Neural Hardware Search: Power Estimation of CNNs for GPGPUs with Dynamic Frequency Scaling
Author: Christopher Metz, Mehran Goli, Rolf Drechsler
Conference: ACM/IEEE Workshop on Machine Learning for CAD (MLCAD)
Pdf | Reference: Snowbird, USA, 2022

ML-based Power Estimation of Convolutional Neural Networks on GPGPUs
Author: Christopher Metz, Mehran Goli, Rolf Drechsler
Conference: 25th IEEE International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)
Pdf | Reference: Prague, Czech Republic, 2022

Work-in-Progress: Early Power Estimation of CUDA-based CNNs on GPGPUs
Author: Christopher Metz, Mehran Goli, Rolf Drechsler
Conference: International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS)
Pdf | Reference: VIRTUAL CONFERENCE, 2021

Classifying Crowdsouring Platform Users’ Engagement Behaviour using Machine Learning and XAI
Author: Sana Hassan Imam, Christopher Metz, Lars Hornuf, Rolf Drechsler
Workshop: Workshop on User-Centered Artificial Intelligence (UCAI'23)
Pdf | Reference: Rapperswil, Switzerland, 2023

Fast and Accurate: Machine Learning Techniques for Performance Estimation of CNNs for GPGPUs
Author: Christopher Metz, Mehran Goli, and Rolf Drechsler
Workshop: 5th Workshop on Parallel AI and Systems for the Edge (PAISE)
Pdf | Reference: St. Petersburg, USA, 2023

Pick the Right Edge Device: Towards Power and Performance Estimation of CUDA-based CNNs on GPGPUs
Author: Christopher Metz, Mehran Goli, Rolf Drechsler
Workshop: System-level Design Methods for Deep Learning on Heterogeneous Architectures (SLOHA)
Pdf | Reference: Grenoble, France, 2021

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