Model Monitoring Challenges
The discussion highlights the critical need for monitoring the statistical distribution of classifications in autonomous vehicle models, especially when unexpected changes occur, like snow. It emphasizes the importance of alert systems to trace back model performance issues and the unique challenges of scaling machine learning teams and models, which often lead to chaos that traditional software engineering does not face.In this clip
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AI Today Podcast
AI Today Podcast #133: Challenges of Managing ML Models: Interview with Luke Marsden, Dotscience
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