This session examines ethical considerations in AI development and deployment, addressing issues of bias, fairness, transparency, and accountability. Discussions will explore frameworks for ethical AI design, responsible AI practices, and strategies to mitigate algorithmic biases. Ensuring AI systems are ethical and fair is essential for building trust among users, preventing discrimination, and promoting inclusive AI solutions. By discussing ethical challenges and proposing solutions, this session aims to guide policymakers, industry leaders, and researchers in developing AI technologies that uphold ethical standards and benefit society equitably.