Presentation: From S3 to GPU in One Copy: Rethinking Data Loading for ML Training

SpiralDB's Onur Satici demonstrates how their open-source Vortex file format enables high-speed data loading from S3 storage directly to GPUs, optimizing bandwidth by column pruning. This approach reduces GPU idle time and improves efficiency in machine learning training workflows.