Natural Language Processing

NLP Architect – Deep Learning NLP/NLU library

NLP Architect is an open source Python library for exploring state-of-the-art deep learning topologies and techniques for Natural Language Processing and Natural Language Understanding.

NLP Architect’s main purpose is to provide easy usage of NLP and NLU models while providing state-of-art and robust implementation.

Each of the models includes a comprehensive description on algorithms, network topologies, reference dataset descriptions and loader, and evaluation results.

Features include:

  • Core NLP models used in many NLP tasks and useful in many NLP applications.
  • Novel NLU models showcasing novel topologies and techniques.
  • Simple REST API server:
    • serving trained models (for inference).
    • plug-in system for adding your own model.
  • 4 Demos of models (pre-trained by us) showcasing NLP Architect (Dependency parser, NER, Intent Extraction, Q&A).
  • Based on optimized Deep Learning frameworks:
    • TensorFlow.
    • Intel-Optimized TensorFlow with MKL-DNN.
    • Dynet.
  • Essential utilities for working with NLP models – Text/String pre-processing, IO, data-manipulation, metrics, embeddings.
  • Supports CPU, GPU and Intel Optimized Tensorflow (MKL-DNN) backends.
  • Supports MKL-DNN flavor of Tensorflow out of the box.
  • Use NLP Architext t0:
    • Train models using provided algorithms, reference datasets and configurations.
    • Train models using your own data.
    • Create new/extend models based on existing models or topologies.
    • Explore how deep learning models tackle various NLP tasks.
    • Experiment and optimize state-of-the-art deep learning algorithms.
    • Integrate modules and utilities from the library to solutions.

Website: intellabs.github.io/nlp-architect
Support: Documentation, GitHub Code Repository
Developer: Intel® AI Lab – NLP Architect development team
License: Apache License 2.0

The NLP Architect is released as reference code for research purposes. It’s not an official Intel product.

The NLP Architect requires Python 3.6+. The default installation of NLP Architect use CPU-based binaries of all deep learning frameworks. Intel Optimized MKL-DNN binaries will be installed if a Linux is detected. GPU backed is supported online on Linux and if a GPU is present.

NLP Architect is written in Python. Learn Python with our recommended free books and free tutorials.

Return to Python Natural Language Tools


Popular series
Free and Open Source SoftwareThe largest compilation of the best free and open source software in the universe. Each article is supplied with a legendary ratings chart helping you to make informed decisions.
ReviewsHundreds of in-depth reviews offering our unbiased and expert opinion on software. We offer helpful and impartial information.
The Big List of Active Linux Distros is a large compilation of actively developed Linux distributions.
Alternatives to Proprietary SoftwareReplace proprietary software with open source alternatives: Google, Microsoft, Apple, Adobe, IBM, Autodesk, Oracle, Atlassian, Corel, Cisco, Intuit, and SAS.
GamesAwesome Free Linux Games Tools showcases a series of tools that making gaming on Linux a more pleasurable experience. This is a new series.
Artificial intelligence iconMachine Learning explores practical applications of machine learning and deep learning from a Linux perspective. We've written reviews of more than 40 self-hosted apps. All are free and open source.
Guide to LinuxNew to Linux? Read our Linux for Starters series. We start right at the basics and teach you everything you need to know to get started with Linux.
Alternatives to popular CLI tools showcases essential tools that are modern replacements for core Linux utilities.
System ToolsEssential Linux system tools focuses on small, indispensable utilities, useful for system administrators as well as regular users.
ProductivityLinux utilities to maximise your productivity. Small, indispensable tools, useful for anyone running a Linux machine.
AudioSurveys popular streaming services from a Linux perspective: Amazon Music Unlimited, Myuzi, Spotify, Deezer, Tidal.
Saving Money with LinuxSaving Money with Linux looks at how you can reduce your energy bills running Linux.
Home ComputersHome computers became commonplace in the 1980s. Emulate home computers including the Commodore 64, Amiga, Atari ST, ZX81, Amstrad CPC, and ZX Spectrum.
Now and ThenNow and Then examines how promising open source software fared over the years. It can be a bumpy ride.
Linux at HomeLinux at Home looks at a range of home activities where Linux can play its part, making the most of our time at home, keeping active and engaged.
Linux CandyLinux Candy reveals the lighter side of Linux. Have some fun and escape from the daily drudgery.
DockerGetting Started with Docker helps you master Docker, a set of platform as a service products that delivers software in packages called containers.
Android AppsBest Free Android Apps. We showcase free Android apps that are definitely worth downloading. There's a strict eligibility criteria for inclusion in this series.
Programming BooksThese best free books accelerate your learning of every programming language. Learn a new language today!
Programming TutorialsThese free tutorials offer the perfect tonic to our free programming books series.
Linux Around The WorldLinux Around The World showcases usergroups that are relevant to Linux enthusiasts. Great ways to meet up with fellow enthusiasts.
Stars and StripesStars and Stripes is an occasional series looking at the impact of Linux in the USA.
Subscribe
Notify of
guest

This site uses Akismet to reduce spam. Please read our FAQ before making a comment.

0 Comments
Oldest
Newest Most Voted
Inline Feedbacks
View all comments