Vertex AI Training Course

Introduction to Vertex AI and Machine Learning Platforms

• Fundamentals of artificial intelligence and machine learning workflows
• Getting acquainted with Google Cloud Vertex AI
• Understanding the architecture and core components of Vertex AI
• Examining the role of Vertex AI in developing and deploying machine learning solutions

Setting Up the Vertex AI Environment

• Configuring your Google Cloud project for Vertex AI
• Understanding workspaces, resources, and permission management
• Preparing datasets and development environments
• Navigating the tools and interfaces within Vertex AI

Machine Learning Fundamentals with Vertex AI

• Core concepts of supervised learning
• Overview of regression and classification models
• Data preparation strategies for machine learning workflows
• Assessing model performance and accuracy

Natural Language Processing (NLP) with Vertex AI

• Introduction to NLP principles
• Text-based machine learning applications
• Techniques for preparing and processing text data
• Exploring NLP capabilities within the Vertex AI platform

Building and Training Machine Learning Models

• Writing training code compatible with Vertex AI
• Containerizing machine learning training applications
• Configuring training jobs
• Executing and monitoring model training processes

Deploying Machine Learning Models

• Understanding the workflow for model deployment
• Creating model endpoints
• Deploying trained models for predictive analysis
• Managing deployed models and associated resources

Monitoring and Troubleshooting Vertex AI Solutions

• Tracking training and deployment activities
• Identifying common configuration issues
• Resolving model execution problems
• Implementing best practices for reliable ML workflows

Practical Workshop and Course Review

• Constructing a complete machine learning workflow using Vertex AI
• Training and deploying a sample model
• Reviewing key features and capabilities of Vertex AI
• Discussing pathways for advanced machine learning development