This presentation discusses detecting trending topics on Twitter. It introduces the importance and challenges of analyzing Twitter data. Various burst detection algorithms are described for identifying hot topics by eliminating unwanted tweets, classifying tweets semantically, and clustering related tweets. Questions from the audience are invited at the end.