Natural Language Models – Detecting Fake News Articles!

A significant amount of content on the internet is in textual format. Almost every organization stores lots of internal data and resources as text documents. Natural language processing (NLP) is a subfield of machine learning that’s concerned with organizing, understanding, and making decisions based on textual input data. Over the past decade, NLP has become the utmost important aspect of transforming business processes and making informed decisions. For example, a sentiment analysis model can help a business understand the high-level sentiments of their customers toward their products and services. A topic modeling algorithm combined with sentiment analysis can figure out the key pain points of the customers and thus it can inform the business decisions to make customer satisfaction a priority.

In this chapter, we will develop an ML system that can recognize fake news articles. Such systems can help in keeping...