Designing Machine Learning Systems By Chip Huyen Pdf Exclusive

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Huyen debunks the idea that deployment is the final step. She introduces "shadow deployment" and "canary releases" as standard practices for safe rollouts. Designing Machine Learning Systems By Chip Huyen Pdf

Perhaps the most critical section deals with the post-deployment phase. A model is not a static artifact; it decays over time. Huyen details the intricacies of monitoring for concept drift and data drift, and outlines strategies for retraining and updating models without inducing "retraining debt." Instead of just searching for a "Designing Machine