Download
NLP Architect is an open-source Python library for exploring state-of-the-art deep learning topologies and techniques for optimizing Natural Language Processing and Natural Language Understanding neural networks. The library includes our past and ongoing NLP research and development efforts as part of Intel AI Lab. NLP Architect is designed to be flexible for adding new models, neural network components, data handling methods, and for easy training and running models. NLP Architect is a model-oriented library designed to showcase novel and different neural network optimizations. The library contains NLP/NLU-related models per task, different neural network topologies (which are used in models), procedures for simplifying workflows in the library, pre-defined data processors and dataset loaders and misc utilities. The library is designed to be a tool for model development: data pre-processing, build model, train, validate, infer, save or load a model.
Features
- Core NLP models used in many NLP tasks and useful in many NLP applications
- Novel NLU models showcasing novel topologies and techniques
- Optimized NLP/NLU models showcasing different optimization algorithms on neural NLP/NLU models
- Train and run models from command-line
- API for using models for inference in python
- Procedures to define custom processes for training, inference or anything related to processing
Project Samples
