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Course Outline
Fundamentals of AI Programming
- Defining AI programming: Core concepts and real-world examples
- AI applications in the public sector: Chatbots, summarizers, and intelligent search
- Contrasting AI models with traditional programming logic
Beginner Python for AI
- Creating your initial Python scripts
- Handling data structures and control flow
- Essential libraries for AI coding: requests, pandas, json
Utilizing AI APIs
- Understanding APIs: Securely accessing AI models
- Transmitting text and structured data to models
- Interacting with OpenAI, Cohere, or Hugging Face APIs
Developing Basic AI Tools
- Constructing a document summarization tool
- Prototyping a chatbot for citizen-facing services
- Automating the labeling of public datasets using AI
Assessing Outputs and Limitations
- Comprehending the probabilistic nature of AI behavior
- Prompt engineering and maintaining output quality
- Red-teaming prototypes to identify bias and hallucinations
Compliance, Ethics, and Responsible Development
- Government requirements for privacy and explainability
- Open-source vs. proprietary models: Advantages and drawbacks
- A checklist for safe experimentation and scaling
Recap and Future Steps
Requirements
- Basic familiarity with spreadsheets or handling structured data
- Understanding of public sector service delivery or analytical tasks
- No prior coding experience is necessary (beginner Python will be introduced)
Target Audience
- Government officials and analysts looking to integrate AI into daily operations
- Digital government specialists seeking practical skills in AI implementation
- 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.