ymoslem / OpenNMT-Tutorial

Neural Machine Translation (NMT) tutorial. Data preprocessing, model training, evaluation, and deployment.

OpenNMT-py Tutorial

Neural Machine Translation (NMT) tutorial with OpenNMT-py. Data preprocessing, model training, evaluation, and deployment.

Fundamentals

• Data Processing (notebook | code)
• NMT Model Training with OpenNMT-py (notebook)
• Translation/Inference with CTranslate2 (code)
• MT Evaluation with BLEU and other metrics (tutorial | code | notebook)
• Simple Web UI (tutorial | code)

Advanced Topics

• Running TensorBoard with OpenNMT (tutorial)
• Low-Resource Neural Machine Translation (tutorial)
• Domain Adaptation with Mixed Fine-tuning (tutorial)
• Overview of Domain Adaptation Techniques (tutorial)
• Multilingual Machine Translation (tutorial)
• Using Pre-trained NMT models with CTranslate2 (M2M-100 | NLLB-200)
• Domain-Specific Text Generation for Machine Translation (paper | article | code)
• Adaptive Machine Translation with Large Language Models (paper | code)
• Fine-tuning Large Language Models for Adaptive Machine Translation (paper | code)