Section 01
Model Registry & Versioning
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Deploying Straight From the Training Machine
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Rolling Back in Minutes, Not Hours
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Different Regions, Different Versions
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Candidate to Staging to Production
Section 02
Batch Inference
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Score Everyone Before 6 AM
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One Partition, All the Stragglers
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Rescore Only What Changed
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Publishing a Half-Finished Run
Section 03
Online Inference & Model Serving
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Behind a Production API, Finally
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Cold Starts Make New Servers Slow to Help
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Feature Retrieval Dominates Latency
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