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Metaflow creator discusses scaling AI/ML workflows from notebooks to Netflix scale

Ville Tuulos, the creator of Metaflow, discussed his book "Effective Data Science Infrastructure" and the challenges of scaling AI/ML workflows. Metaflow was developed at Netflix to enable data scientists to manage and execute their work across diverse infrastructure, including GPU clusters. The conversation highlighted the practical aspects of moving AI projects from development environments to production-scale operations. AI

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RANK_REASON Discussion of a specific tool (Metaflow) and its application in scaling ML/AI workflows.

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Metaflow creator discusses scaling AI/ML workflows from notebooks to Netflix scale

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  1. Practical AI TIER_1 · Practical AI LLC ·

    From notebooks to Netflix scale with Metaflow

    <p>As you start developing an AI/ML based solution, you quickly figure out that you need to run workflows. Not only that, you might need to run those workflows across various kinds of infrastructure (including GPUs) at scale. Ville Tuulos developed Metaflow while working at Netfl…