This module examines the ethical dimensions of Machine Learning (ML) and the importance of adopting a human-centered approach in early childhood education contexts. Participants will explore issues such as privacy, bias, fairness, transparency, and the responsible use of AI-driven technologies with young learners. The course emphasizes the role of educators in fostering safe, inclusive, and developmentally appropriate interactions with emerging digital technologies.