In an era dominated by an overwhelming influx of information, the veracity of news has become a pressing concern. The rise of fake news, fueled by misinformation and deliberate manipulation, has cast a shadow on the credibility of the news ecosystem. In response to this challenge, this machine learning model endeavors to create a robust solution using Python