DDoS Attack Detection ML Frameworks

Machine learning and deep learning systems for detecting and classifying Distributed Denial of Service attacks using supervised learning, neural networks, and network traffic analysis. Does NOT include general network security tools, DDoS mitigation frameworks without ML components, or attack simulation tools without detection models.

There are 31 ddos attack detection frameworks tracked. The highest-rated is santhisenan/DeepDefense at 38/100 with 76 stars.

Get all 31 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	santhisenan/DeepDefense DDoS attack detection using BLSTM based RNN	38	Emerging	76	Jupyter Notebook
2	GAR-Project/project DDoS attacks detection by using SVM on SDN networks.	31	Emerging	156	Python
3	MeherRushi/FlowSentryX FlowSentryX is an open-source XDP-based fast packet processing DOS and DDOS...	28	Experimental	73	Jupyter Notebook
4	ruyynn/DDoSSCAN DDoSSCAN is a network availability and stress testing utility intended for...	26	Experimental	5	Python
5	ash0545/sdn-ml-ids SDN Topology Emulation and Development of Dataset for ML-Based Intrusion...	25	Experimental	8	Jupyter Notebook
6	mvoassis/CIC-DDoS2019-DeepLearning :shield: A GRU deep learning system against attacks in Software Defined...	25	Experimental	34	Jupyter Notebook
7	ReubenJoe/DDoS-Detection Detailed Comparative analysis of DDoS detection using Machine Learning Models	25	Experimental	31	Jupyter Notebook
8	AnshumanMohanty-2001/DDoS-Detection Detailed Comparative analysis of DDoS detection using Machine Learning Models	23	Experimental	15	Jupyter Notebook
9	RavSS/DDoS2Vec Flow-Level Characterisation of Volumetric DDoS Attacks at Scale	23	Experimental	6	Jupyter Notebook
10	FaizanZaheerGit/DDoS-Detection-ML Various supervised machine learning techniques on the highly optimized...	22	Experimental	1	Python
11	B1rH0ut/sdn-ml-ddos-mitigation Real-time DDoS detection and mitigation using SDN (Ryu/OpenFlow) and Machine...	22	Experimental	—	Python
12	saicharansigiri/DDos-Detection-using-ML As we know that Now-a-days Most of the DDos attacks are often sourced from...	21	Experimental	13	Jupyter Notebook
13	vanlalruata/DDoS-attack-detection-and-mitigation-using-deep-neural-network-in-SDN-environment Computers & Security	21	Experimental	21	Python
14	xgr19/Soter Soter: Deep Learning Enhanced In-Network Attack Detection Based on...	20	Experimental	10	C++
15	buseyaren/classification-and-detection-ddosattacks In this repository, DDOS attacks were detected using Recurrent Neural...	19	Experimental	19	Jupyter Notebook
16	farhanashraf4/CNN-Based-Detection-of-DDoS-Threats-in-Software-Defined-Networks Develop a DDoS attack detection system for SDN using machine learning and...	19	Experimental	5	Jupyter Notebook
17	kedarghule/DetectingDDosAttacks The project implements and tests various machine learning algorithms to...	18	Experimental	8	Jupyter Notebook
18	acetinkaya/Machine-Learning-Based-Detection-of-Distributed-Denial-of-Service-DDoS-Attacks Machine Learning-Based Detection of Distributed Denial-of-Service (DDoS) Attacks	18	Experimental	4	—
19	SmartSecLab/DDoS-detect. Resource-Efficient DDoS Detection in IoT	17	Experimental	3	Python
20	aliasar1/DDoS-Detection-SDN This repository contains the implementation of a DDOS attack detection...	17	Experimental	15	Jupyter Notebook
21	aayushsingh8217/DDoS_ML A machine learning project for classifying Distributed Denial of Service...	15	Experimental	6	Jupyter Notebook
22	sajidkhan2067/DDoSAttackDetectionUsingCNN DDoS Attack Detection for 5G Network Slice using CNN	15	Experimental	6	Jupyter Notebook
23	luisdavidgarcia/DDoS-Hybrid-Detection-System A docker testbed to simulate DDoS attacks and deploy pretrained ML/DL models	15	Experimental	—	Jupyter Notebook
24	bryanoliverh/SDNSecurity_DDOSMitigationDecisionTree_PortBlocking DDOS Mitigation System based on Ryu SDN Controller with Port Blocking Mechanism	15	Experimental	28	Python
25	eyoliya/ddos-attack-prediction Predict DDoS attacks early using machine learning on network flow data to...	14	Experimental	—	Python
26	nishu2402/intelligent-ddos-detection-system AI-powered Network Intrusion Detection System (NIDS) for detecting and...	14	Experimental	—	Jupyter Notebook
27	KSeutloali/Final-SDN-IDS-ML Modular SDN security testbed with dynamic firewall enforcement, threshold...	14	Experimental	—	Python
28	rakibnsajib/DDoS-Defense-A-Multiclass-and-Multidimensional-Detection-System-with-Diverse-Machine-Learning-Models DDoS Attack Detection and Classification using Machine Learning. A...	13	Experimental	5	Jupyter Notebook
29	akaeme/SafeCorporate Detect Denial-Of-Service attacks, using a Source-End approach	13	Experimental	6	Python
30	Akshaydev10/sip-attack-detection STREAMLINING NETWORK SECURITY: A CONVOLUTIONAL NEURAL NETWORK-BASED SYSTEM...	11	Experimental	—	Jupyter Notebook
31	Liando18/deteksi-ddos Artificial Intelligence (AI) berbasis Machine Learning menggunakan algoritma...	11	Experimental	—	Jupyter Notebook

Comparisons in this category

project and DDoS-attack-detection-and-mitigation-using-deep-neural-network-in-SDN-environment (31 vs 21) project and sdn-ml-ddos-mitigation (31 vs 22)