What you will build
By the end of this programme, the learner will have created a themed AI-assisted prototype such as a chatbot, creative assistant, classifier or tracker. The emphasis is on understanding how the technology works, applying it independently and being able to explain the finished result.
Step-by-step programme
Understand the AI task
Identify what the AI system is being asked to generate, classify or decide.
Design effective instructions
Learn how context, examples, constraints and prompts influence AI output.
Test different outputs
Compare responses, identify mistakes or hallucinations and improve the instructions.
Add human checking
Create a verification process so outputs are reviewed rather than accepted automatically.
Final AI project
Build and demonstrate the themed AI mini-project, including its strengths and limitations.
What you will learn
- Explain how modern AI systems generate outputs.
- Write clearer prompts and refine them systematically.
- Identify unreliable or inappropriate AI responses.
- Use AI with human oversight and privacy awareness.
How the programme is taught
The tutor introduces each concept, demonstrates the technique, then gives the learner time to apply it. The learner is expected to make decisions, test the work and troubleshoot problems rather than simply follow a finished solution. Technical depth is adapted to the learner's starting point while keeping the final project outcome clear.
Who this programme is for
This programme is designed for learners who want a focused seasonal project in ai. Introductory versions do not require previous experience; where a learner already has experience, the tutor can increase the technical complexity of the final challenge.
What you need
A computer with a reliable internet connection is required for online delivery. Any specialist software, browser tools or equipment requirements are confirmed before the programme begins.