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She never deleted that PDF. And when the 3rd Edition came out, she pre-ordered it the very first day.

By 3 AM, she had rewritten the pipeline. She imported the azureml.contrib module for the new data-drift detectors, slotted in the BanditPolicy , and linked the model to the Responsible AI dashboard.

She hit .