The Senior Generative AI Data Scientist at Amazon SageMaker will play a pivotal role in helping large customers build and deploy Generative AI applications. This position involves fine-tuning and developing Generative AI models, engaging with AWS product owners, and influencing product direction to help customers leverage these models for new market opportunities. The role requires deep technical expertise in large language models and involves direct customer interaction to understand business problems and guide the implementation of AI solutions.