This guide is a summary of the deep learning model tuning experience from several Google Brain researchers. The content includes how to start a new project, methods to improve model performance, and experience in the training process. It is suitable for engineers and researchers who have mastered the basic knowledge of machine learning and are interested in optimizing the performance of deep learning models.