Due to technology upgradation huge data is accumulating in the server from various devices very rapidly, even though acquired data to be organized in an effective manner is a challenging task. Withrespect to the data classification machine learning approach is very efficient.This paper presents a technique for extensive data processing, which utilizes a repetitive deep learning neural network, based on cat-ant swarm optimization approach. This algorithm integrates the ant-lion optimization and cat-swarm optimization techniques.