Worked on improving documentation for the huggingface/optimum-neuron repository, focusing on enhancing the fine-tuning tutorial experience. Addressed navigation and directory-reference issues in both Markdown and Jupyter Notebook files, specifically correcting directory names and paths to align with actual file structures. This technical writing effort aimed to streamline onboarding for new users and reduce confusion during the fine-tuning process, without modifying any underlying model code. Utilized skills in documentation and technical writing, leveraging Markdown and Jupyter Notebook to ensure clarity and reproducibility. The work resulted in more accurate tutorials, minimizing navigation errors and supporting a smoother user learning curve.