Agent Platform for Machine Learning Practitioners (VAIMLP) – Outline

Detailed Course Outline

Module 1 - Training, Tuning, and Deploying Models on Agent Platform

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

Module 2 - Orchestrating end-to-end Workflows with Agent Platform Pipelines

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

Module 3 - Model Monitoring on Agent Platform

• Understand Feature Drift and Skew
• Understand Model Monitoring for models deployed to Agent Platform Endpoints