MLOps: Pipelines, Monitoring and Governance
Automating ML workflows with Vertex AI Pipelines, CI/CD for ML, model monitoring and governance.
GCP-364 12 lessons planned ▶ Video lessons coming soon
Offered by HSM University · Google Cloud Certification Prep
Course content
- 1MLOps maturity levelsComing
- 2Vertex AI PipelinesComing
- 3Pipeline components and KubeflowComing
- 4CI/CD for MLComing
- 5Metadata and lineageComing
- 6Model monitoring for skew and driftComing
- 7Retraining triggersComing
- 8Evaluating generative AI in productionComing
- 9Model governance and approvalsComing
- 10Responsible AI monitoringComing
- 11Incident response for ML systemsComing
- 12Case study: an end-to-end MLOps platformComing
Requirements
Recommended background. You can start any course at any time.
Description
Automating ML workflows with Vertex AI Pipelines, CI/CD for ML, model monitoring and governance.