Git Product home page Git Product logo

nvdm's Introduction

Neural Variational Document Model (NVDM) tensorflow implementation

This is the tensorflow implementation of NVDM for the paper: Neural Variational Inference for Text Processing. Yishu Miao, Lei Yu, Phil Blunsom. ICML 2016.

The original code is on torch. Since there are quite a few people asked me questions about the implementation, I have reimplemented the model by tensorflow. Please contact me if you find any problem with this implementation. It is able to achieve better results than the ones reported in the paper.

RCV1-v2 dataset

Please download and uncompress the dataset to:

data/rcv1-v2

Train the Model

python nvdm.py --data_dir data/20news/

nvdm's People

Watchers

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.