Vertex AI Training Course

Introduction to Vertex AI and Machine Learning Platforms

• Survey of artificial intelligence and machine learning workflows
• Familiarization with Google Cloud Vertex AI
• Comprehending the architecture and core components of Vertex AI
• Examining the contribution of Vertex AI to machine learning development and deployment

Establishing the Vertex AI Environment

• Setting up a Google Cloud project for Vertex AI
• Comprehending workspaces, resource allocation, and permission structures
• Arranging datasets and development environments
• Getting acquainted with Vertex AI tools and user interfaces

Machine Learning Fundamentals via Vertex AI

• Grasping the concepts of supervised learning
• Overview of regression and classification models
• Readying data for integration into machine learning workflows
• Assessing model performance and accuracy

Natural Language Processing (NLP) within Vertex AI

• Introduction to core NLP principles
• Understanding text-based machine learning applications
• Preparation and processing of text data
• Exploring the NLP features available in Vertex AI

Developing and Training Machine Learning Models

• Preparing training code specifically for Vertex AI
• Containerizing machine learning training applications
• Setting up training jobs
• Executing and overseeing model training processes

Deployment of Machine Learning Models

• Understanding the workflow for model deployment
• Creation of model endpoints
• Deploying trained models to generate predictions
• Administration of deployed models and associated resources

Monitoring and Troubleshooting Vertex AI Solutions

• Observing training and deployment activities
• Pinpointing frequent configuration challenges
• Resolving issues related to model execution
• Implementing best practices for dependable ML workflows

Practical Workshop and Course Summary

• Constructing an end-to-end machine learning workflow using Vertex AI
• Training and deploying a sample model
• Revisiting the primary features and capabilities of Vertex AI
• Discussing future steps for advanced machine learning development