Ravi Gupta gave a lecture on March 12, 2008 at the AU-KBC Research Centre at MIT Campus, Anna University. The lecture covered instance-based learning algorithms which learn by storing training data and classifying new query instances based on similarity to stored instances, measuring classifier credibility, and a case study discussion with a WEKA demo.