DELTA is a deep learning-based end-to-end natural language and speech processing platform. DELTA aims to provide easy and fast experiences for using, deploying, and developing natural language processing and speech models for both academia and industry use cases. DELTA is mainly implemented using TensorFlow and Python 3. DELTA has been used for developing several state-of-the-art algorithms for publications and delivering real production to serve millions of users. It helps you to train, develop, and deploy NLP and/or speech models. Use configuration files to easily tune parameters and network structures. What you see in training is what you get in serving: all data processing and features extraction are integrated into a model graph. Text classification, named entity recognition, question and answering, text summarization, etc. Uniform I/O interfaces and no changes for new models.
Features
- One command to train NLP and speech models
- Use configuration files to easily tune parameters and network structures
- Easy-to-deploy
- What you see in training is what you get in serving: all data processing and features extraction are integrated into a model graph
- Uniform I/O interfaces and no changes for new models
- Easily build state-of-the-art models using modularized components
- All modules are reliable and fully-tested