Demonstration on how to perform classification and clustering. Selected application for this demo was Sentiment Analysis. First we try to build a Sentiment Classifier using TF-IDF as features with Linear kernel SVM as classifier. Then we perform clustering on the documents based on TF-IDF. I conducted this demo for Information Retrieval lecture at Computer Science and Engineering, University of Moratuwa, Sri Lanka.