Course Outline

Introduction to Generative AI and Azure OpenAI for Government

  • Overview of the evolving landscape of artificial intelligence (AI) and generative AI for government applications
  • Detailed overview of Azure OpenAI services designed to support public sector needs
  • Step-by-step guide to setting up an Azure account and configuring the OpenAI service for government use

Working with Azure OpenAI Studio and Playground for Government

  • Navigating the features of Azure OpenAI Studio for efficient development and testing
  • Experimenting with various models in the OpenAI Playground to explore potential applications for government
  • Understanding the capabilities and limitations of different AI models to inform strategic decision-making

Integrating OpenAI with Java for Government Applications

  • Setting up a robust Java development environment tailored for government projects
  • Accessing Azure OpenAI services through Java to leverage advanced AI capabilities
  • Building and testing AI features in Java applications to enhance public sector operations
  • Introduction to ChatGPT and its integration with Java for government use cases
  • Techniques for effective prompt engineering to optimize AI interactions in government contexts

Deploying AI Models as Web Applications for Government

  • Creating web applications using Java to support government initiatives
  • Embedding AI functionalities into web applications to improve service delivery and user experience
  • Best practices for deploying and scaling AI-powered web applications in the public sector

Image Generation with DALL-E for Government Use

  • Introduction to DALL-E and its capabilities for generating images relevant to government operations
  • Using DALL-E studio to create custom images for government projects
  • Generating images from Java code to support visual data representation in public sector applications

Text Embeddings and Semantic Search for Government

  • Understanding the principles of text embeddings and their relevance to government data analysis
  • Implementing embedding models in Java to enhance text-based government applications
  • Building semantic search features to improve information retrieval for government users

Voice Processing with Whisper AI for Government

  • Basics of audio processing using AI technologies tailored for public sector needs
  • Using Whisper AI for speech-to-text conversion to support accessible and efficient government services
  • Audio translation and multilingual support to enhance communication in diverse government settings

Advanced AI Model Integration for Government Applications

  • Combining text and audio models to create comprehensive AI solutions for government
  • Personalizing AI interactions using user data to improve citizen engagement
  • Implementing keyword and vector search techniques to enhance data retrieval in government systems
  • Enhancing AI interactions with ChatGPT and advanced prompt engineering for government use cases

Security and Fine-Tuning for Government AI Applications

  • Best practices for securing AI-powered applications to protect sensitive government data
  • Techniques for fine-tuning models to meet specific government requirements
  • Using content filters to ensure the quality and appropriateness of AI-generated content in public sector contexts

Practical Sessions for Government AI Development

  • Hands-on labs with real-world government scenarios to apply learned concepts
  • Collaborative projects and peer reviews to foster a community of practice in government AI development
  • Capstone project: Building an AI-powered Java application for a government use case

Summary and Next Steps for Government AI Initiatives

Requirements

  • An understanding of Java programming for government applications
  • Experience with RESTful APIs and web services in a public sector context
  • Familiarity with cloud computing concepts relevant to government systems

Audience

  • Java developers for government projects
  • Software engineers working in the public sector
  • Cloud enthusiasts interested in government technology solutions
 14 Hours

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