Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
Azure Machine Learning Fundamentals for Government
- Overview of Azure Machine Learning (AML) features and architecture
- End-to-end workflow in AML, including Azure ML pipelines
- Navigating Azure Machine Learning Studio for government use
Data Preparation and Modeling for Government
- Data preparation techniques tailored for public sector workflows
- Building a machine learning model aligned with government standards
- Training and testing models to ensure accuracy and reliability for government applications
Model Evaluation and Robustness for Government
- Validation metrics for machine learning models, ensuring compliance with public sector governance
- Strategies for handling and preventing overfitting in government datasets
Model Management and Deployment for Government
- Registering a trained model to meet government regulatory requirements
- Creating a model image for seamless integration into government systems
- Deploying models with emphasis on security and accountability in public sector environments
OpenAI API Basics on Azure for Government
- Introduction to the OpenAI API, tailored for government use cases
- API configuration and authentication practices that align with government security protocols
Retrieval and Application Integration for Government
- Using AI Search for document retrieval in government applications
- Integrating OpenAI models into government systems to enhance decision-making processes
Customization and Production Practices for Government
- Fine-tuning and customizing models to meet specific public sector needs
- Best practices in production, ensuring robustness and compliance with government standards
Summary and Next Steps for Government
Requirements
- An understanding of Python and fundamental machine learning concepts
- Experience with REST APIs or software development kits (SDKs)
- Basic familiarity with Azure services for government
Audience
- Data scientists and machine learning engineers
- Application developers integrating AI features
- Technical leads and solution architects in the public sector
14 Hours
