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Course Outline
Fundamentals of AI Programming
- Defining AI programming: core concepts and illustrative examples.
- AI applications in the public sector: chatbots, summarizers, and intelligent search.
- Comparing AI models with traditional programming logic.
Python Basics for AI
- Composing initial Python scripts.
- Managing data structures and control flow.
- Essential libraries for AI development: requests, pandas, and json.
Leveraging AI APIs
- Understanding APIs and securely accessing AI models.
- Transmitting text and structured data to models.
- Utilizing APIs from OpenAI, Cohere, or Hugging Face.
Developing Basic AI Tools
- Constructing a document summarizer.
- Creating a chatbot prototype for citizen services.
- Applying AI for automatic labelling of public datasets.
Assessing Outputs and Constraints
- Comprehending the probabilistic nature of AI behaviour.
- Prompt engineering and regulating output quality.
- Testing prototypes for bias and hallucinations through red-teaming.
Compliance, Ethics, and Responsible Development
- Privacy and explainability mandates in government contexts.
- Open-source versus proprietary models: advantages and disadvantages.
- A checklist for safe experimentation and scaling.
Overview and Further Steps
Requirements
- Basic proficiency in handling spreadsheets or structured data.
- Familiarity with public sector service delivery or analytical tasks.
- No previous programming background is necessary, as introductory Python will be taught.
Target Audience
- Public sector employees and analysts interested in applying AI to their daily routines.
- Digital government experts looking to acquire hands-on capabilities in AI integration.
- Government teams focused on innovation, transformation, and research.
14 Hours
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 2600 € + VAT*
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Testimonials (1)
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.
