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Course Outline
Introduction to Generative AI and Large Language Models for Government
- Overview of generative AI and its evolution in the public sector
- Introduction to LLMs: GPT, BERT, and their capabilities for government use
- Comparing generative models with traditional NLP approaches in governmental workflows
Transformer Architecture and Model Training for Government
- Understanding the transformer architecture in LLMs for public sector applications
- Self-attention mechanism and language modeling for government tasks
- Training large language models and fine-tuning processes to meet governmental needs
Prompt Engineering for Effective Interaction in Government
- Crafting prompts for accurate and useful outputs in public sector projects
- Fine-tuning prompt strategies for varied government applications
- Experimenting with prompt variations to optimize responses for government tasks
Applications of LLMs in Government Business
- Automating customer service with conversational AI for government agencies
- Content generation for marketing and media communications in the public sector
- LLMs in data analysis and report generation for governmental operations
Ethical Considerations and Bias Management for Government
- Identifying potential biases in LLM-generated content for government use
- Addressing ethical concerns in generative AI applications within the public sector
- Strategies for responsible deployment of LLMs in governmental contexts
Advanced Techniques in LLMs for Government
- Fine-tuning LLMs for domain-specific applications in the public sector
- Integrating LLMs with other AI systems for enhanced functionality in government operations
- Exploring multilingual and cross-lingual capabilities for government communications
The Future of Generative AI in Government Business
- Emerging trends in generative AI and LLM research relevant to the public sector
- Opportunities and challenges in scaling LLM solutions for government use
- Preparing for AI-driven transformation in governmental business processes
Summary and Next Steps for Government
Requirements
- Fundamental knowledge of machine learning and natural language processing concepts
- Proficiency with Python programming
Audience
- Data scientists and artificial intelligence practitioners interested in generative AI technologies for government applications
- Business professionals investigating automation and content generation solutions
- Technical managers and decision-makers aiming to integrate large language models into their workflows
14 Hours
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