Giter Club home page Giter Club logo

twitter-sent-dnn's Introduction

Twitter Sentiment Analysis using ConvNet

A tool to

  • predict sentiment "positiveness" for tweets

How to use it?

>> from sentiment import sentiment_score
>> print sentiment_score(u"I love you")
0.9999

It returns a sentiment index ranging from 0 (negative sentiment) to 1 (positive sentiment).

Online Demo

  • predict sentiment "positiveness" for single tweets
  • gain an overview of the "positiveness" of hashtags

Click here

Algorithm

Please refer to A Convolutional Neural Network for Modelling Sentences for more information about the algorithm.

Technical choices

  • Tornado as the web framework
  • Theano as the neural network training implementation
  • Scipy as the neural network classification(online version) implementation

Training techniques

  1. Fan-in, fan-out initialization
  2. Dropout
  3. AdaDelta

Contributors

Han Xiao and Yao Lu

twitter-sent-dnn's People

Contributors

xiaohan2012 avatar yaolubrain avatar

Watchers

James Cloos avatar Frank Chen avatar

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.