Code Monkey home page Code Monkey logo

kobertopic's Introduction

KoBERTopic

모델 소개

KoBERTopic은 BERTopic을 한국어 데이터에 적용할 수 있도록 토크나이저와 BERT를 수정했습니다.

  • 기존 BERTopic : https://github.com/MaartenGr/BERTopic/tree/05a6790b21009d1704e912e0d9ae22290694cfed
  • 토크나이저로는 형태소 분석기 Mecab을 사용.
  • BERT로는 다국어 SBERT인 'sentence-transformers/xlm-r-100langs-bert-base-nli-stsb-mean-tokens'를 사용.
  • 토픽의 수는 임의로 50으로 결정.
  • 별도 불용어 제거 등의 추가 전처리는 진행하지 않았음. (진행할 경우 더 좋은 결과를 얻을 수 있을 것으로 기대.)

시각화 결과

kobertopic

참고) BERT 기반의 한국어 토픽 모델 깃허브

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.