Code Monkey home page Code Monkey logo

relation_extraction_chinese_medical's Introduction

Relation Extraction on Chinese Medical Corpus

Brief Description

In recent years, people are looking forward to a revolution in the medicine area called "AI+medecine". However, due to the lack of structuralization of data, most of the medical datasets are in the form of natural language. We hope to find an automatic machine learning way to extract semantic relations among medical terms, in order to save manual work on the construction of knowledge base in the medical area.

Project Structure

  1. Preprocess the data such as parsing, pos-tagging, using HanLP
  2. Implement supervised deep netork such as CNN, biLSTM using PyTorch on MNIST to test their performace
  3. Re-train the models on Medical corpus to extract relationship between entities given in corpus and optimize through adding position indicator, tuning the models

For more information, please view the report.

relation_extraction_chinese_medical's People

Contributors

zhchu98 avatar

Stargazers

 avatar

Forkers

lilynlp

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.