Jigsaw toxicity detection
Problem
A primary focus lies in developing machine learning models capable of detecting toxicity within online discussions. Toxicity, in this context, refers to anything perceived as rude, disrespectful, or potentially causing someone to exit a conversation. Typically, toxicity is categorized using binary classification, but this approach limits the ability to discern the severity of toxic comments. In my project for a Kaggle competition, I present a system aimed at addressing this limitation.