Giter Club home page Giter Club logo

bilstm-crf-ner's Introduction

BiLSTM-CRF命名实体识别模型

概述

使用TensorFlow2.1.0实现BiLSTM-CRF命名实体识别模型。

其中,CRF通过继承tf.keras.layers.Layer来实现,使用方法与其他Keras网络层类似。

另外,还实现了对应的度量指标F1-Score,即metrics.py文件下的IOBESF1类,使用方法与Keras中其他度量指标类似。

其他

数据集:msra_ner,完整数据集下载

CRF的基本原理参考:

bilstm-crf-ner's People

Contributors

kangyishuai avatar

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.