Get in Touch
 Duration 14 hours

Course Outline

Introduction to Vertex AI in Enterprise Settings

  • Key AI requirements and challenges faced by enterprises
  • Overview of enterprise-centric features in Vertex AI
  • Application scenarios in heavily regulated industries

Establishing Enterprise MLOps Pipelines

  • Seamless integration of Vertex AI with CI/CD workflows
  • Strategies for automation and process orchestration
  • Practical exercise: Developing a robust deployment pipeline

Monitoring and Observability Practices

  • Implementing live model monitoring and automated alerting
  • Creating actionable model performance dashboards
  • Practical exercise: Configuring comprehensive monitoring workflows

Grounding and Evaluation of Generative AI

  • Applying grounding techniques using proprietary enterprise data
  • Leveraging specialized Gen AI evaluation libraries and tools
  • Practical exercise: Executing structured evaluation workflows

Compliance and Governance with Vertex AI

  • Configuring data residency and granular access control features
  • Ensuring full auditability and process traceability
  • Practical exercise: Defining and applying compliance policies

Scaling and Enterprise System Integration

  • Strategies for scaling Vertex AI deployments effectively
  • Integrating Vertex AI with existing enterprise systems and APIs
  • Practical exercise: Managing enterprise-scale deployments

Case Studies and Industry Best Practices

  • Success stories from financial services, healthcare, and the public sector
  • Key takeaways from enterprise adoption experiences
  • Best practices for sustaining long-term operations

Summary and Path Forward

Requirements

  • Proven experience in deploying ML models in production environments
  • Proficiency with CI/CD pipeline mechanisms
  • Solid understanding of data governance standards and compliance frameworks

Target Audience

  • MLOps engineers
  • Platform engineering teams
  • Compliance and governance leads

Number of participants


Price per participant

Testimonials (1)

Upcoming Courses

Related Categories