As generative AI rapidly evolves, it is vital for educators and researchers to harness its potential responsibly. This course provides a deep dive into the architectures, ethical dimensions, and practical applications of models like GANs, VAEs, and LLMs. Designed specifically for faculty, it emphasizes hands-on learning and the integration of generative AI tools in academia. By bridging the gap between theory and practice, the course empowers educators to innovate in research, teaching, and policy using cutting-edge AI technologies