Science focus: concepts are explained with scientific and research-oriented examples. Questions are optional and never block the next unit.
TOPIC 1

Project Goal

Identify a real-life Science-stream case study and either design a conceptual AI-based solution or critically evaluate an existing AI system/tool.

Science example
Choose a problem in climate, healthcare, biology, environment or scientific data.
Quick revision: Project Goal is a key concept to be able to define, explain and apply in a simple scientific context.
TOPIC 2

Problem Identification

State the problem, affected users, scientific context, available data and measurable objective.

Science example
Example: detect abnormal water-quality measurements from sensor data.
Quick revision: Problem Identification is a key concept to be able to define, explain and apply in a simple scientific context.
TOPIC 3

AI Application Analysis

Explain the input data, AI task, proposed method, expected output, validation approach and limitations.

Science example
Input: sensor readings; task: anomaly detection; output: flagged readings for expert review.
Quick revision: AI Application Analysis is a key concept to be able to define, explain and apply in a simple scientific context.
TOPIC 4

Ethical Considerations

Identify privacy, bias, safety, transparency, misuse, environmental and human-oversight issues relevant to the project.

Science example
Do not expose identifiable health data; describe who reviews AI outputs.
Quick revision: Ethical Considerations is a key concept to be able to define, explain and apply in a simple scientific context.
TOPIC 5

Report Preparation

Use a clear structure: title, problem, objectives, background, proposed/evaluated AI approach, data, workflow, benefits, limitations, ethics, conclusion and references.

Science example
Include diagrams and cite reliable sources.
Quick revision: Report Preparation is a key concept to be able to define, explain and apply in a simple scientific context.
TOPIC 6

Seminar Presentation

Present the problem, AI idea/system, workflow, evidence, limitations, ethics and conclusion concisely. Be prepared to answer questions.

Science example
Use a short visual presentation and demonstrate the tool only when appropriate.
Quick revision: Seminar Presentation is a key concept to be able to define, explain and apply in a simple scientific context.

End of Unit 5

You may practice now or skip directly to the next unit.

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