Concept Guide

3 Addressing the Memory Bottleneck in AI Model – Training for Healthcare
Table of Contents
Motivation ..................................................................................................... 4
Multimodal Brain Tumor Analysis ................................................................. 4
Computing Challenges ................................................................................. 5
Experimental Data........................................................................................ 6
3D U-Net Model ........................................................................................... 7
Memory Profiling .......................................................................................... 7
Training 3D U-Net on a Large-Memory System ......................................... 10
Conclusions................................................................................................ 12
Acknowledgments ...................................................................................... 12
References ................................................................................................. 13
Appendix: Reproducibility........................................................................... 14