nnmthuw / machine-translation Goto Github PK

Course: Python for Data Science (Dec 2023)

Project: Machine Translation from English to Vietnamese

Technical Requirements: Python, PyTorch, Gradio,...

Team Members:

• Vo Thi Khanh Linh
• Nguyen Nhat Minh Thu
• Nguyen Dang Anh Thu

Descriptions:

• A natural language processing project, using Seq2Seq Architecture combine with Bahdanau Attention and Teacher forcing technique
• Preprocessing and tokenization are performed for each language, with the creation of custom Vocabulary and Dataset classes for both training and testing phases
• Leveraged pre-trained embeddings GloVe for English and PhoW2V for Vietnamese to enhance translation accuracy and fluency
• Using metrics such as BLEU and F1-Score for evaluation and visualization performance
• Simple user interface using Gradio and hosting through Hugging Face