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Topic 3. End-to-end model management becomes the best practice where production is required. As the actual footprint of data science and AI projects in production
Topic 3. End-to-end model management becomes the best practice where production is required. As the actual footprint of data science and AI projects in production gets larger, the problems that need to be solved have coalesced into the discipline of end-to-end model management. This includes deployment and monitoring of models ('Model Ops'), different tiers of support, and oversight on when to retrain or rebuild models when they naturally entropy over time. What are the major issues that this model present
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