From the course: Certified Analytics Professional (CAP) Cert Prep

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Delivering, monitoring, and sustaining the production model or system

Delivering, monitoring, and sustaining the production model or system

From the course: Certified Analytics Professional (CAP) Cert Prep

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Delivering, monitoring, and sustaining the production model or system

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- [Narrator] Implementing your model in production is not the end of deployment. It's irresponsible to simply deliver a product and forget about it. Can you imagine purchasing a car without a maintenance plan? For this reason, it's critical to continuously monitor the health and performance of your model after deployment. You also need to ensure that end users are getting the most out of the model by following up on the feedback provided during their training sessions. Over time, your model can slowly deteriorate and lose its effectiveness too. If it's not, recalibrate it to its constantly changing production environment. This is why it's essential to develop a monitoring and maintenance plan as part of your deployment process. By continuously tweaking and refining your model according to the dynamically changing needs of customers, it's only possible to prevent the model's improper use and subsequent bad…

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