To achieve optimal efficacy from large language models (LLMs), a multi-faceted approach is essential. Firstly, careful corpus selection and pre-processing are crucial to ensure the model learns accurate representations. Secondly, hyperparameter tuning through techniques like grid search can significantly optimize the model's capacity to adapt on un