Predicting GPU Performance and System Parameter Configuration Using Machine Learning
Published in IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2022
Recommended citation: Z. Liu, T. Exley, A. Meek, R. Yang, H. Zhao and M. V. Albert, "Predicting GPU Performance and System Parameter Configuration Using Machine Learning," 2022 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), Nicosia, Cyprus, 2022, pp. 253-258, doi: 10.1109/ISVLSI54635.2022.00056. http://academicpages.github.io/files/2022_ieee_vlsi_conf_predicting_gpgpu_performance.pdf
This paper uses several ML techniques to predict performance and system configurations of GPGPUs. I worked on this as an undergrad while still at the University of North Texas.
Recommended citation: Z. Liu, T. Exley, A. Meek, R. Yang, H. Zhao and M. V. Albert, “Predicting GPU Performance and System Parameter Configuration Using Machine Learning,” 2022 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), Nicosia, Cyprus, 2022, pp. 253-258, doi: 10.1109/ISVLSI54635.2022.00056.