Abstract: Our research is focused on distinguish between spam and non spam. The whole procedure is focused on reducing error rate of data being misclassified. Rather than the previous researches where there were issues of classification error, we are going to modify the classification techniques through which better results and minimal error rates are found. This will augment system performance too.

Keywords: Spam detection, Filtering, Decision tree algorithm, Naive Bayes algorithm.