Monitoring, Maintaining and Securing ML Solutions
Watching models and infrastructure in production, detecting drift, controlling cost and securing ML resources.
AWS-253 12 lessons planned ▶ Video lessons coming soon
Offered by HSM University · AWS Certifications
Course content
- 1Monitoring model quality in productionComing
- 2Data and model driftComing
- 3SageMaker Model MonitorComing
- 4Infrastructure monitoring for MLComing
- 5Cost optimization for ML workloadsComing
- 6Retraining strategiesComing
- 7Securing SageMaker resourcesComing
- 8Network isolation for MLComing
- 9Access control and encryption for models and dataComing
- 10Compliance and audit for ML systemsComing
- 11Troubleshooting ML workloadsComing
- 12Case study: keeping a fraud model healthyComing
Requirements
Recommended background. You can start any course at any time.
Description
Watching models and infrastructure in production, detecting drift, controlling cost and securing ML resources.