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Module 6 · Deep Learning + MLOps
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MLOps: model registry + versioning
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📝 **Question:** Why use a registry vs `model.pkl` in S3? 📋 Pick the right answer. 💡 **Hint:** Re-read the theory above if unsure.
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Question
📝 **Question:** Why use a registry vs `model.pkl` in S3? 📋 Pick the right answer. 💡 **Hint:** Re-read the theory above if unsure.
A
Compliance — SOC 2 mandates that every production binary live in a registry with append-only access controls today.
B
Auditability + one-click rollback — answers 'what data on what code with what metrics in what env' at 3am.
C
Faster cold-start downloads — registries chunk pickle blobs into deduplicated layers similar to OCI container images.
D
Required to use GPU serving — both Triton and TorchServe refuse to load weights that aren't published through a registry.
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