This course examines the intersection of AI and sustainability, shedding light on the opportunities and challenges presented by this emerging technology. Students gain a deep understanding of a wide array of generative and agentic AI applications spanning sectors such as energy, waste management, health, transportation, and agriculture. The course also delves into how the new AI wave is accelerating progress towards sustainable development goals (SDGs). It further investigates the potential AI ramifications concerning societal and environmental dimensions. The course draws on case studies and contributions from industry practitioners. Throughout the course, students take part in an immersive learning experience with peer learning opportunities in addition to individual activities.