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

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

Defining the quality of a machine learning production system

Demystifying AI for the intelligently curious

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Defining the quality of a machine learning production system

Defining the quality of a machine learning production system