Azure ML and Azure OpenAI: Building and Deploying AI Applications Training Course

Azure Machine Learning Fundamentals for Government

• Overview of Azure Machine Learning (AML) features and architecture
• Comprehensive workflow in AML, including the use of Azure ML pipelines
• Navigating Azure Machine Learning Studio for government

Data Preparation and Modeling for Government

• Data preparation techniques for public sector applications
• Building a machine learning model tailored to government needs
• Training and testing a model in a government context

Model Evaluation and Robustness for Government

• Validation metrics for machine learning models in the public sector
• Strategies for handling and preventing overfitting in government applications

Model Management and Deployment for Government

• Registering a trained model for use in government operations
• Creating a model image suitable for deployment in public sector environments
• Deploying a model to support government missions and services

OpenAI API Basics on Azure for Government

• Introduction to the OpenAI API for use in government applications
• API configuration and authentication processes for public sector users

Retrieval and Application Integration for Government

• Utilizing AI Search for document retrieval in government settings
• Integrating OpenAI models into government applications to enhance functionality

Customization and Production Practices for Government

• Model fine-tuning and customization for specific government requirements
• Best practices in production deployment and management for government use cases

Summary and Next Steps for Government