Our German-to-English translation model project, featured in this GitHub repository, combines the T5-base model's multilingual capabilities with specialized fine-tuning for German-to-English translation. Key elements include a focused training strategy, innovative techniques like prompting and tokenization, performance tuning with hyperparameter optimization, and rigorous evaluation using the BLEU metric. A notable innovation is the integration of a pre-trained dependency parsing model for effective root and modifiers extraction, significantly enhancing translation accuracy and contextual comprehension. The repository contains the data folder, the code files, the instructions, and the Report.