FTL: Transfer Learning Nonlinear Plasma Dynamic Transitions in Low Dimensional Embeddings via Deep Neural Networks

no code implementations • 26 Apr 2024 • Zhe Bai, Xishuo Wei, William Tang, Leonid Oliker, Zhihong Lin, Samuel Williams

Deep learning algorithms provide a new paradigm to study high-dimensional dynamical behaviors, such as those in fusion plasma systems.

Decoder Transfer Learning

Hierarchical Roofline Performance Analysis for Deep Learning Applications

1 code implementation • 11 Sep 2020 • Charlene Yang, Yunsong Wang, Steven Farrell, Thorsten Kurth, Samuel Williams

This paper presents a practical methodology for collecting performance data necessary to conduct hierarchical Roofline analysis on NVIDIA GPUs.

Image Segmentation Semantic Segmentation

Time-Based Roofline for Deep Learning Performance Analysis

no code implementations • 9 Sep 2020 • Yunsong Wang, Charlene Yang, Steven Farrell, Yan Zhang, Thorsten Kurth, Samuel Williams

Deep learning applications are usually very compute-intensive and require a long run time for training and inference.