Data mining is to search the data from large number of data sets. Data mining is included in various techniques
such as Classification, Association rule, Clustering. Classification has always been considered as one
of the major techniques in data mining and is widely used in several areas of research and studies. In Data
Mining, Classification can be considered as a part of Knowledge Acquisition Process. In the world of internet
and fast growing technologies, we need everything to be done within no time. The research proposes a new
approach in Classification Mining by implementing a new predictive classifier called Mixed Mode Database
Miner in Graphical Processing Unit (GPU Computing). The algorithms provide quick and exact results with
less processing time and offers sufficient support in real time applications.