Vertex AI for Machine Learning Practitioners

Overview

Hands-on course for engineers and data scientists familiar with ML models who want to become proficient in using Vertex AI for custom model workflows. Provides a deep dive into the core functionalities of Vertex AI.

What You'll Learn

• Understand the key components of Vertex AI and how they work together to support your ML workflows.
• Configure and launch Vertex AI Custom Training and Hyperparameter Tuning Jobs to optimize model performance.
• Organize and version your models using Vertex AI Model Registry for easy access and tracking.
• Configure serving clusters and deploy models for online predictions with Vertex AI Endpoints.
• Operationalize and orchestrate end-to-end ML workflows with Vertex AI Pipelines for increased efficiency and scalability.
• Configure and set up monitoring on deployed models.

Who Should Attend

Machine Learning Engineers, Data Scientists

Prerequisites

Experience building and training custom ML models. Familiar with Docker.

Products Covered

Course Modules