Testing and Monitoring Machine Learning Model Deployments

Testing and Monitoring Machine Learning Model Deployments

Testing and Monitoring Machine Learning Model Deployments
Testing and Monitoring Machine Learning Model Deployments, ML testing strategies, shadow deployments, production model monitoring and more

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What you'll learn
Machine Learning System Unit Testing
Machine Learning System Integration Testing
Machine Learning System Differential Testing
Shadow Deployments (also known as Dark/Decoy launches)
Statistical Techniques for Assessing Shadow Deployments
Monitoring ML System with Metrics (Prometheus & Grafana)
Monitoring ML Systems with Logs (Kibana & the Elastic Stack)
The Theory Around Continuous Delivery for Machine Learning
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