Code Monkey home page Code Monkey logo

fake_news_ml_service's Introduction

fake_news_ml_service

Overview

People are daily bombarded by various types of new from different resources and sometimes some of them are fake. These fake news can lead to various unpleasant events and hence has to be stopped. This is an practice approach to process news and classify them using Machine Learning into fake or real.

Workflow

  1. All the news data are extracted using the data_acquire script which are labelled. This data is then processed using NLP techniques like stemming, lemmatization and conversion into vectors for our models to understand them.

  2. After preparing the data various classification machine learning algorithm were tried and PassiveAgressiceClassifier came out on top.

Disclaimer: As mentioned, this is a practice project and it not hihghly tuned and should not be treated as a tool to confirm any news.

fake_news_ml_service's People

Contributors

aakarsh1011 avatar

Watchers

James Cloos avatar  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.