Amazon SageMaker Model Monitor:
Specifically designed to monitor model quality and performance in production
Detects data drift and model drift by comparing current predictions against baseline statistics
Automatically identifies changes in model accuracy and performance over time
Provides real-time monitoring and alerting when model quality degrades
Generates detailed reports on model performance metrics
Can monitor multiple models simultaneously
Integrates with CloudWatch for notifications and automated responses
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nand2804
2 weeks, 2 days ago