Our course on Generative AI and Large Language Models (LLMs) offers an in-depth exploration of state-of-the-art generative techniques and their applications. Participants will study various LLMs, such as GPT-4, BERT, and Transformer-based architectures, understanding their underlying mechanisms and capabilities. The curriculum includes hands-on projects where students will build and fine-tune their own generative models for tasks like text generation, summarization, and creative content creation. Emphasis is placed on practical skills, including data preprocessing, model training, and deployment strategies. By the end of the course, learners will be proficient in leveraging generative AI and LLMs to develop innovative solutions across diverse domains.