Vertex AI for Machine Learning Practitioners (VAIMLP) – Outline

Detailed Course Outline

Module 1 - Training, Tuning, and Deploying Models on Vertex AI

• Understand Containerized Training Applications
• Understand Vertex AI Custom Training and Tuning Jobs
• Understand how to track and version your trained models in Vertex AI Model Registry
• Understand Online Deployment with Vertex AI Endpoints

Module 2 - Orchestrating end-to-end Workflows with Vertex AI Pipelines

• Understand Kubeflow
• Understand pre-built and lightweight Python components
• Understand how to compile and execute pipelines on Vertex AI

Module 3 - Model Monitoring on Vertex AI

• Understand Feature Drift and Skew
• Understand Model Monitoring for models deployed to Vertex AI Endpoints