Maintenance

How to maintain model | When do we maintain the model

How to maintain model

Diagram

we use Azure Monitor to check data, time, and metrics. Then, Azure Automated Machine Learning is going to remodel, and after that, push the new model to the Git repo so developers can check and use it. Also, if the new model is not good as the older we can reversion the model and use the old one.

When do we maintain the model?

we check this two point

  1. From Azure Monitor: if azure monitor sent information (Metric and Time) to us, then, our developer will check and maintain the model.

  2. From Data: If the amount of data is reached that we set, our developer will check and maintain the model.

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