This session aims to delve into the various factors that contribute to gender bias in AI algorithms and decision-making processes. We will closely examine real-life instances where AI systems inadvertently perpetuated gender stereotypes or discrimination. By gaining a comprehensive understanding of these challenges, we can proactively implement measures to mitigate risks and promote fairness in the realm of AI.