ML Summary

Executive Summary

In our research project, we’ve utilized machine learning to explore the relationship between Reddit discussions and stock market movements offering insights for investors and analysts. Our models have effectively identified how conversations in r/Technology and news stories in r/News impact the stock prices of tech companies such as Microsoft and Google. This has shed light on which companies are most influenced by opinion.

Furthermore, our models have shown proficiency in categorizing posts from these subreddits accurately. By analyzing text with precision, we have distinguished between user generated content and media driven articles enhancing our understanding of sentiment sources. This categorization is a step in refining data for analytics making sentiment analysis related to stock performance more efficient. These achievements underscore the potential of machine learning to offer insights within the financial industry.