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alexaviercarlen's Projects

cmpt980 icon cmpt980

This repo provides the code for the CMPT980 course project (DDoS detection and identification using ML)

ddos-detection-sdn icon ddos-detection-sdn

This project aims to detect Distributed Denial of Service (DDoS) attacks within a Software-Defined Network (SDN) using an SVM framework for classifying network traffic as normal or anomalous

ddos-protection-by-sdn icon ddos-protection-by-sdn

This is the main project of Future Internet Laboratory. The key point of it is how to detect DDoS attacks and mitigate them by using SDN architecture and Machine Learning.

ddosdn icon ddosdn

Applying Machine Learning model (SVM) into DDoS attack detection in SDN.

ddosdn-1 icon ddosdn-1

Mitigation and Detection of DDoS Attacks in Software Defined Networks

ostep-code icon ostep-code

Code from various chapters in OSTEP (http://www.ostep.org)

sdn-ddos-detection-and-mitigation-using-ml-and-statistical-methods icon sdn-ddos-detection-and-mitigation-using-ml-and-statistical-methods

Programmed the SDN controller to monitor the traffic, predict the traffic behaviour and detect DDOS traffic in the cloud network and mitigate it. Machine learning SVM algorithm was used to predict the malicious traffic in the network, achieved an accuracy of 98% and detection rate of 100%. Technologies Used are, SDN, ML SVM, Openflow, Ryu controller, Python, Mininet, iperf, hping3, linux commands.

sdn_ddos_simulation icon sdn_ddos_simulation

An attempt to detect and prevent DDoS attacks using reinforcement learning. The simulation was done using Mininet.

svm-ddos-sdn icon svm-ddos-sdn

DDoS attacks detection based on SVM and mitigation in a Software-Defined Network.

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