In a rapidly advancing era of artificial intelligence (AI), it is crucial to ensure that technological advancements align with our moral values and protect the well-being of future generations. In the book, Dr. Ray provides a comprehensive exploration of how AI can be developed and deployed with ethics, moral values, and compassion in focus. This book delves into the foundational concepts of morality-driven machine learning, examining frameworks that integrate human values, fairness, and transparency into AI decision-making. It explores cutting-edge algorithms, including reinforcement learning, hidden Markov models, variational autoencoders, and regenerative models, showcasing their potential to shape AI systems that prioritise ethical principles. Through a series of thought-provoking chapters, readers will gain insights into the algorithmic approaches for building ethical AI, addressing crucial topics such as bias mitigation, privacy preservation, and interpretability. The book also highlights real-world applications where morality-driven machine learning can make a positive impact, including healthcare, education, environmental conservation, and social good initiatives. Guiding readers through ethical dilemmas and trade-offs, the book offers strategies for navigating complex decision-making processes and ensuring responsible AI development. It explores the importance of stakeholder engagement, industry standards, and regulations in shaping an ethical AI ecosystem that safeguards future generations. "Morality-Driven Machine Learning" goes beyond theoretical discussions by providing practical examples, best practices, and guidelines for integrating ethical AI principles in real-world scenarios. It emphasizes the significance of AI ethics education to empower individuals and cultivate a generation of responsible AI practitioners. Whether you are a researcher, practitioner, or policymaker, this book serves as a valuable resource for understanding the critical role of morality-driven machine learning in building a future where AI serves humanity and protects the values that matter most.