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Course Outline
Introduction to Vertex AI for Government
- Government AI requirements and challenges
- Vertex AI features tailored for government use
- Use cases in regulated industries relevant to the public sector
Setting Up MLOps Pipelines for Government
- Integrating Vertex AI with continuous integration/continuous deployment (CI/CD) workflows for government
- Automation and orchestration strategies for government projects
- Hands-on lab: building a deployment pipeline for government applications
Monitoring and Observability for Government
- Live model monitoring and alerting for government systems
- Model performance dashboards designed for government oversight
- Hands-on lab: setting up monitoring workflows for government use
Grounding and Gen AI Evaluation for Government
- Grounding models with government data sources
- Gen AI evaluation libraries and tools suitable for government needs
- Hands-on lab: implementing evaluation workflows for government applications
Compliance and Governance in Vertex AI for Government
- Data residency and access control features designed for government compliance
- Auditability and traceability for government operations
- Hands-on lab: configuring compliance policies for government use
Scaling and Enterprise Integration for Government
- Scaling Vertex AI deployments to meet government needs
- Integration with government systems and APIs
- Hands-on lab: enterprise-scale deployment for government applications
Case Studies and Best Practices for Government
- Success stories in financial services, healthcare, and public sector initiatives
- Lessons learned from government adoption of AI technologies
- Best practices for long-term operations in the government context
Summary and Next Steps for Government
Requirements
- Experience in deploying machine learning models in production environments
- Familiarity with continuous integration and continuous deployment (CI/CD) pipelines
- Understanding of data governance and compliance frameworks for government
Audience
- MLOps engineers
- Platform teams
- Compliance leads
14 Hours
Testimonials (1)
Overall, the training was very informative, the trainer provided different use case scenario and exercises so we can be familiarized with the Vertex AI application.