Artificial Intelligence

AI Safety and Bias Basics

Use AI without getting burned

Written and taught by Dr Aisha Khan

Machine Learning Researcher

How AI goes wrong, why it happens, and the checks that protect you, your customers and your reputation.

What this course covers

• Where bias enters a model and how it shows
• Hallucinations and reliable verification habits
• Privacy, data leaks and what never to paste
• Copyright and ownership in plain terms
• A simple AI usage policy you can adopt today

About the author

Dr Aisha Khan

Machine Learning Researcher

Aisha makes the maths optional. She explains how models really behave, where they fail, and how to use them responsibly.

Expertise

Machine learningAI safetyModel evaluationData ethics

Experience

PhD in machine learning plus 9 years applying models in healthcare and public sector projects.

Who it is for

Teams adopting AI and concerned individuals.