NewsMaster

Get top news based on content relevancy in 5 categories(Top Stories, Entertainment, Technology, Business, Health)

Project Development

The project is developed in Python-Django framework, you can read complete implementation of project in documentation folder.

Basic Idea

1. Fetch news of various sources from https://newsapi.org/
2. Categorize the news using naive bayes classifier(technology, entertainment, business, health)
3. Sort the news according to content of news headlines and display on web browser

Content Selection Factors:

1. Age of article(publication date)
2. Source Quality
3. Text Quality
4. Sentiment Score

Machine Learning algorithms

Implemented training model using Naive bayes, SVM and deep learning model using keras for the dataset, got highest accuracy for naive bayes classifier(0.89)

Dataset

1. News headlines of India
2. News Aggregator Dataset