The Experimentwas Conducted on Diabetes Dataset In Collaboration With a Domain Expert. Thedataset Was First Bifurcated into Two Parts, Namely: Training-Set and Test-Set.Knowledge In the Form of Rules Was Driven from the Training-Set and the Samewas Tested on the Test-Set. the Three Experiments Conducted on the Datasetimply That Useful Knowledge Can Be Derived In Such a Way and Can Help Themedical Practitioners to Store the Same In Knowledge-Base to Handle the Futurecases of the Same Disease In a Better Way.