Fake News Detection Analysis - LSTM Classification

Complete Video Tutorial: https://youtu.be/DdgymahD7Zg

Dataset Information

Develop a Deep learning program to identify when an article might be fake news.

Attributes

• id: unique id for a news article

• title: the title of a news article

• author: author of the news article

• text: the text of the article; could be incomplete

• label: a label that marks the article as potentially unreliable

  • 1: unreliable

  • 0: reliable

Download link: https://www.kaggle.com/c/fake-news/data

Glove Embedding link: https://www.kaggle.com/anindya2906/glove6b?select=glove.6B.100d.txt

Libraries

• pandas

• matplotlib

• keras

• tensorflow

• scikit-learn

• nltk

Neural Network

Accuracy: 95.00 (Train more than 50 epochs)