Traffic-classifier-SDN

A system having the ability to classify machine learning algorithms like logistic regression, K-Means clustering, K nearest neighbors, SVC, Gaussian NB, and Random Forest Classifier in order to identify DNS, Telnet, Ping, Voice, Game, and Video traffic flows based on packet and byte information simulated by the Distributed Internet Traffic Generator (D-ITG) tool in an Open vSwitch (OVS) based network topology.

Installation steps

D-IGT

https://github.com/jbucar/ditg

Mininet

http://mininet.org/download/

Open vSwitch

https://www.openvswitch.org/download/

Start Mininet topology

sudo mn --topo single,3 --mac --switch ovsk --controller remote

Start Real time prediction

python3 traffic_classifier_python3.py supervised