Challenges Operationalizing ML (And Some Solutions) // Nathan Ryan Frank // MLOps Podcast #199

MLOps podcast #199 with Nathan Ryan Frank, Director, Machine Learning Platform & Operations at WW Grainger, Challenges Operationalizing Machine Learning (And Some Solutions).

// Abstract
This talk details some common challenges and pitfalls when attempting to operationalize machine learning systems and discusses some simple solutions. We dive into the machine learning development workflow and cover topics such as team dynamics, communication issues between roles that don't share a common language, and approaching MLOps from an SRE/DevOps perspective. Similarly, the talk …

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