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