This course was developed by NVIDIA in collaboration Prof. Sam Raymond at the Thayer School of Engineering at Dartmouth College to build skills and knowledge in the rapidly evolving field of generative AI. The lectures focus on practical GenAI implementation on NVIDIA GPUs, covering natural language processing, large language models, diffusion models for images and video, multimodal LLM architectures, distributed model training, and accelerated inference.