SLIDES - Machine Learning Success: The Key to Easier Model Management by Ellen Friedman

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Ellen friedman co-author (with  Ted Dunning) of a new short O’Reilly book  Machine Learning Logistics:   Model Management in the Real World, to look at what you can do to have effective model management, including the role of stream-first architecture, containers, a microservices approach and a DataOps style of work.

 

Ellen provides a basic explanation of a new architecture that not only leverages stream transport but also makes use of canary models and decoy models for accurate model evaluation and for efficient and rapid deployment of new models in production.

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