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NLPie Research

Natural Language Processing in eHealth Research

NLPie Research

We are a team of researchers affiliated with the University of Oxford who are passionate about the application of AI and NLP to problems in healthcare. Our initiative, NLPie Research (Natural Language Processing in eHealth Research), focuses on the development of efficient and lightweight Machine Learning models specialised for Biomedical applications.

Mission

Our mission is to make AI more accessible to researchers around the globe, particularly those in developing countries who may not have access to the latest hardware and resources. We believe in transparency and openness in our research and strive to make our work available to anyone who can benefit from it.

Research Areas

  • AI for healthcare
  • Biomedical Natural Language Processing
  • Clinical Machine Learning

Contact

If you are interested in collaborating with us, inquiring about consultancy or simply have any questions about our research, please ✉️ reach out to our team.

Pinned

  1. Compact-Biomedical-Transformers Compact-Biomedical-Transformers Public

    This repository contains the code used for distillation and fine-tuning of compact biomedical transformers that have been introduced in the paper "On The Effectiveness of Compact Biomedical Transfo…

    Python 16 3

  2. MiniALBERT MiniALBERT Public

    This repository contains the code used for training/fine-tuning the models introduced in the paper "MiniALBERT: Model Distillation via Parameter-Efficient Recursive Transformers".

    Python 6 1

Repositories

Showing 7 of 7 repositories
  • Python 0 1 0 0 Updated Mar 29, 2024
  • efficient-ml Public

    Experiments towards efficient use of compact biomedical LMs

    Python 3 MIT 0 0 0 Updated Mar 28, 2024
  • MiniALBERT Public

    This repository contains the code used for training/fine-tuning the models introduced in the paper "MiniALBERT: Model Distillation via Parameter-Efficient Recursive Transformers".

    Python 6 MIT 1 0 0 Updated Mar 26, 2024
  • Compact-Biomedical-Transformers Public

    This repository contains the code used for distillation and fine-tuning of compact biomedical transformers that have been introduced in the paper "On The Effectiveness of Compact Biomedical Transformers"

    Python 16 MIT 3 0 0 Updated Mar 26, 2024
  • Lightweight-Clinical-Transformers Public

    This project develops compact transformer models tailored for clinical text analysis, balancing efficiency and performance for healthcare NLP tasks.

    Python 18 MIT 1 0 0 Updated Mar 26, 2024
  • umls-to-snomed-icd10-mapper Public

    UMLS to SNOMED CT and ICD-10 mapping tool: A Python script for generating JSON files containing mappings between UMLS CUIs and SNOMED CT or ICD-10 codes using the UMLS Metathesaurus. Supports exact match, broad relations, and parent-child hierarchy mapping methods.

    Python 7 0 0 0 Updated Apr 15, 2023
  • .github Public

    About Us

    0 0 0 0 Updated Jan 28, 2023

People

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