This project is based off the Kaggle competition for detecting sarcasm in forum comments: https://www.kaggle.com/c/umich-si650-sarcasm-classification. For this task, I utilized machine learning classifiers such as Bernoulli Naive Bayes and Stochastic Gradient Descent (SGD). I improved the performance of my classifiers by extracting features from the forum comments such as the number of upper-case letters, the number of repeating characters and the presence of exclamation points.
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Using machine learning to predict sarcastic Reddit comments
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