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In this system the intrusion detection is one of the major research problems in network security. This is the process of monitoring and analyzing network traffic data to detect security violations. In this paper, we present the experimental results in our project to evaluate the different performance like (e.g., IDS, Malware, etc.). We analyze some different algorithms with dimensionality reduction and classification algorithm with the dataset that is constructed from the KDD CUP dataset. Datadoi:10.22214/ijraset.2019.5162 fatcat:qf3z5t6spbaq5oqaxerbcnxsju