This comprehensive course provides a deep dive into the world of Generative Artificial Intelligence (AI) — the technology behind innovations such as ChatGPT, DALL·E, and other creative AI systems. Students will explore the theoretical foundations, deep learning principles, and practical techniques that power modern generative models. Topics include mathematical and computational fundamentals, training methodologies, advanced generative architectures, and ethical considerations in AI creation. The course also features hands-on projects, real-world applications, and insights into future trends and research in Generative AI, preparing learners to design, implement, and evaluate cutting-edge generative systems using leading tools and frameworks.