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Course Outline
Core Principles of AI Coding
- Defining AI coding: essential concepts and real-world examples
- AI applications in the public sector: chatbots, summarization tools, and intelligent search
- Distinguishing AI models from conventional programming logic
Foundational Python for AI
- Creating initial Python scripts
- Navigating data structures and control flow mechanisms
- Utilizing key libraries for AI development: requests, pandas, and json
Integrating AI APIs
- Understanding APIs: secure access to AI models
- Transmitting text and structured data to models
- Interacting with platforms such as OpenAI, Cohere, or Hugging Face
Developing Basic AI Utilities
- Constructing a document summarization tool
- Prototyping a chatbot for citizen-facing services
- Applying AI for the automatic labeling of public datasets
Assessing Outputs and Constraints
- Comprehending the probabilistic nature of AI behavior
- Techniques in prompt engineering and controlling output quality
- Conducting red-teaming exercises to identify bias and hallucinations
Regulatory, Ethical, and Responsible Practices
- Addressing privacy and explainability mandates in government contexts
- Comparing open-source and proprietary models: advantages and limitations
- Establishing a checklist for safe experimentation and scaling
Recap and Future Directions
Requirements
- Fundamental proficiency in handling spreadsheets or structured data
- Knowledge of public sector service delivery or analytical tasks
- No previous programming background is necessary, as introductory Python concepts will be provided
Target Audience
- Civil servants and analysts looking to incorporate AI into their daily operations
- Digital government specialists aiming to gain hands-on capabilities in AI integration
- Government teams focused on innovation, transformation, and research
14 Hours
Testimonials (2)
How to best integrate AI into the daily operations, project management, and strategic planning of the organization.
Mincho Dimitrov Benov
Course - AI and Modern Project Management for NGOs
I got to learn more about Microsoft Copilot, something that I thought was the same as chatGPT but I got to discover more exciting options that I will forever use to make my life easy.