Learn how to train, deploy, and manage machine learning models using built-in tools in Vertex AI.
Overview
Syllabus
Introduction
- Learning Vertex AI
- What you should know
- MLOps lifecycle: ML development
- MLOps lifecycle: Training
- MLOps lifecycle: Deployment
- Vertex AI walkthrough
- Vertex AI feature store
- Vertex AI data labeling
- Vertex AI AutoML
- Vertex AI experiments
- Vertex AI model registry
- Vertex AI training
- Vertex AI prediction
- Vertex AI TensorBoard
- Vertex AI endpoints
- Vertex AI model monitoring
- Vertex AI pipelines
- Challenge: Deploy a project
- Solution: Deploy a project
- Vertex AI vs. other MLOps platforms
- What next?
Taught by
Soham Chatterjee and Archana Vaidheeswaran