CourseAI / ML Engineer: The Complete Course · Module 11: Monitoring and Reliability · part 70 of 93
Part 70 · Module 11: Monitoring and Reliability

Incident: Bad training data, found through revenue

15 min read·
Module 11 · Incident file · About 35 minutes · Needs: Lesson 1 (label shift, segments, mature labels), Module 10 lesson 3 (validation before training)

Two published cases. The facts about Unity come from its own results release filed with the US Securities and Exchange Commission; the words of its chief executive on the earnings call are quoted as they appear in a blog post by Arize AI, a company that sells model monitoring. The Instacart facts come from a Fortune article and Instacart's own blog.

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