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Course Outline
Introduction to Generative AI and Azure OpenAI for Government
- Overview of the AI landscape and generative AI
- Comprehensive review of Azure OpenAI services for government
- Setting up an Azure account and configuring the OpenAI service for government use
Working with Azure OpenAI Studio and Playground for Government
- Navigating Azure OpenAI Studio for efficient workflows
- Experimenting with models in the Playground to support public sector initiatives
- Understanding the capabilities and limitations of AI models for government applications
Integrating OpenAI with Java for Government
- Setting up a Java development environment tailored for government projects
- Accessing Azure OpenAI services using Java for government applications
- Building and testing AI features in Java applications to support public sector goals
- Introduction to ChatGPT and its integration with Java for government use
- Understanding and applying Prompt Engineering techniques for government workflows
Deploying AI Models as Web Applications for Government
- Creating web applications with Java to support government operations
- Embedding AI functionalities in web apps to enhance public services
- Best practices for deployment and scaling of government AI applications
Image Generation with DALL-E for Government
- Introduction to DALL-E and image generation for government use cases
- Using DALL-E studio to create images for public sector projects
- Generating images from Java code to support government initiatives
Text Embeddings and Semantic Search for Government
- Understanding text embeddings for government applications
- Implementing embedding models in Java to enhance public sector data processing
- Building semantic search features to improve access to government information
Voice Processing with Whisper AI for Government
- Basics of audio processing with AI for government use
- Using Whisper AI for speech-to-text in government applications
- Audio translation and multilingual support for public sector communications
Advanced AI Model Integration for Government
- Combining text and audio models to enhance government services
- Personalizing AI interactions with user data to improve citizen engagement
- Implementing keyword and vector search for efficient information retrieval in government systems
- Enhancing interactions with ChatGPT and Prompt Engineering techniques for government applications
Security and Fine-Tuning for Government
- Securing AI-powered applications to meet government standards
- Fine-tuning models for specific government use cases
- Using content filters to maintain quality in government communications
Practical Sessions for Government
- Hands-on labs with real-world government scenarios
- Collaborative projects and peer reviews to foster innovation in the public sector
- Capstone project: Building an AI-powered Java application for a government agency
Summary and Next Steps for Government
Requirements
- A solid understanding of Java programming for government applications
- Experience with RESTful APIs and web services in a public sector context
- Familiarity with cloud computing concepts for government use
Audience
- Java developers working on government projects
- Software engineers in the public sector
- Individuals interested in cloud computing for government operations
14 Hours
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