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Getting Started

Welcome & Recap: From Data to Decisions

How Bias Enters a Model

Deep Dive

Activity: Building a Deliberately Biased Model

Where This Shows Up in Real Life

Testing, Retraining & Improving Fairness

Show What You Know

Interactive Review

Deliberately train a biased Teachable Machine model, investigate why it fails, and connect findings to real-world AI bias and mitigation strategies.

Move from building AI to critiquing it. Deliberately train a biased model,
investigate exactly why it fails, and connect your findings to real-world
consequences and mitigation strategies.

AI, Bias & the Real World

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