Validate, Analyze, and Monitor ML Models

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Validate, Analyze, and Monitor ML Models

Coursera · Intermediate ·📐 ML Fundamentals ·2h ago
This intermediate-level course is designed for machine learning engineers, data scientists, and ML Ops practitioners who are responsible for releasing and maintaining models in production. Building a model is only the beginning. To deliver reliable business value, models must be validated on unseen data, compared against baselines in live environments, and continuously monitored for drift. In this course, The learner will learn how to validate release candidates using hold-out datasets, analyze A/B test and shadow deployment results to quantify performance improvements, and monitor data and p…
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