sandeepbelamagi / Fake_news_detector_MultinomialNB-and-LSTM

Fake_news_detector_MultinomialNB

for data set please follow this link: https://www.kaggle.com/c/fake-news/data

It's a NLP project solved with machine learning module called MultinomialNB steps followed:

1. Load the data
2. Import the required libraries
3. preprocessing Data
   1. cleaning the null values
   2. removing the unwanted text, dots etc.
   3. Vectorizing the cleaned data with TF-IDF technique
4. training and Testing the model
5. Result with Accuracy of 91% (MultinomialNB) and 99% (LSTM)

Multinominal model accuracy is by taking all columns but LSTM is only for title and author columns beacuse while taking all the columns the time taken is more.