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Imagine the following scenario: You have trained a model using a full year of labeled data and deployed it into production.

One day after deployment, you decide to check your data monitoring dashboard, and you see the following picture, where the training inputs are represented with blue and the production inputs with orange dots.

train vs prod data

What conclusion can you make with certainty?

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MLOps Deployment and Life Cycling

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