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

September 4, 2026 · 11:00 am 1 sources

Image: InfoQ

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  • Presentation: From S3 to GPU in One Copy: Rethinking Data Loading for ML Training
    InfoQ · September 4, 2026 11:00
    Onur Satici explains how Vortex, an open-source columnar file format under the Linux Foundation, revolutionizes high-throughput data loading. He details how cascading lightweight encodings, layout-based segment pruning, and zero-copy memory pipelines eliminate CPU/NVMe bottlenecks to stream S3…

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