Description: Do you understand AI well enough to spot a lie? I will dive into the fascinating world of artificial intelligence and machine learning, focusing on how bias can infiltrate AI models. Attendees will explore real-world examples of biased AI decisions, learn how machine learning models can "lie," and discuss the ethical challenges this poses. Through case studies like COMPAS and image classification failures, we’ll uncover how biased data can lead to problematic outputs. By the end of the session, attendees will gain practical strategies to identify, prevent, and mitigate AI bias in their own work. Takeaways: Understanding AI and Bias through real-life case studies Ethical Concerns and Practical solutions Future of looking ahead