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Power Service Interruptions

In this chapter, we’ll again be looking at a scenario modeled after a real-life use case. The examples in this chapter will focus on the post-production maintenance and ML model deployment activities that are important for continued IA solution operation. The goal of this chapter is to become familiar with model deployments, rollbacks, and exporting audit data through SQL.

In this scenario, we’re a power utility company that has an existing ML model that’s already in production. This model predicts whether certain regions of the power grid will have an outage based on weather indicators, date and time indicators, measurements from current power infrastructure, and historical data.

The IA team wants to use this ...

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