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Fake News Detection

Overview

The topic of fake news detection on social media has recently attracted tremendous attention. The basic countermeasure of comparing websites against a list of labeled fake news sources is inflexible, and so a machine learning approach is desirable. Our project aims to use Natural Language Processing to detect fake news directly, based on the text content of news articles.

Screenshot 2023-09-27 022804

Dataset Description

  • True.csv: True collected news from various articles, sources.
  • Fake.csv: Fake collected news from various articles, sources.

Screenshot 2023-09-27 022942

Try It Out

  1. Clone the repo to your local machine-
    > https://github.com/Sudhanshu21xx/Fake-News-Detection-NLP.git
    > cd Fake-news-Detection

  2. Make sure you have all the dependencies installed-

  • python 3.6+
  • numpy
  • tensorflow
  • pandas
  • sklearn
  • nltk
    • For nltk, run these commands in your notebook --
      • >>> import nltk
      • >>> nltk.download()}

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