Introduction to AI Ethics

Practical tools over theory

Rather than opening with philosophy, this course hands you tools for designing AI systems with ethics in mind. Each lesson pairs a concept with a concrete case, from a toxic-text classifier to a model judging credit card applications, so the ideas stay tied to decisions a team actually has to make.

Topics worth knowing

• Human-centered design for AI, and how real-world scenarios complicate it.
• Where bias can enter a pipeline, and how to investigate it.
• Fairness, and why it comes in several different types.
• Model cards as a way to communicate key information about a model.

Who it is for

Product managers, designers and engineers who influence what gets built will find the most use here. It is an applied primer rather than a full course on ethical theory.