The Senior ML Engineer role at Nebius focuses on improving the company's inference and fine-tuning platform for various foundation models. Key responsibilities include enhancing fine-tuning methodologies, resolving inference bottlenecks, and building training pipelines. Candidates should possess a strong background in machine learning, deep learning frameworks, and software engineering, alongside effective communication skills.