Defining the quality of a machine learning production system
Linear Digressions - A podcast by Ben Jaffe and Katie Malone
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Building a machine learning system and maintaining it in production are two very different things. Some folks over at Google wrote a paper that shares their thoughts around all the items you might want to test or check for your production ML system. Relevant links: https://research.google.com/pubs/pub45742.html
