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 37 ddos attack detection frameworks tracked. The highest-rated is santhisenan/DeepDefense at 45/100 with 76 stars.

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#	Framework	Score	Tier	Stars	Language
1	santhisenan/DeepDefense DDoS attack detection using BLSTM based RNN	45	Emerging	76	Jupyter Notebook
2	GAR-Project/project DDoS attacks detection by using SVM on SDN networks.	38	Emerging	156	Python
3	MeherRushi/FlowSentryX FlowSentryX is an open-source XDP-based fast packet processing DOS and DDOS...	35	Emerging	73	Jupyter Notebook
4	mvoassis/CIC-DDoS2019-DeepLearning :shield: A GRU deep learning system against attacks in Software Defined...	32	Emerging	34	Jupyter Notebook
5	ash0545/sdn-ml-ids SDN Topology Emulation and Development of Dataset for ML-Based Intrusion...	32	Emerging	8	Jupyter Notebook
6	ReubenJoe/DDoS-Detection Detailed Comparative analysis of DDoS detection using Machine Learning Models	32	Emerging	31	Jupyter Notebook
7	AnshumanMohanty-2001/DDoS-Detection Detailed Comparative analysis of DDoS detection using Machine Learning Models	30	Emerging	15	Jupyter Notebook
8	RavSS/DDoS2Vec Flow-Level Characterisation of Volumetric DDoS Attacks at Scale	30	Emerging	6	Jupyter Notebook
9	vanlalruata/DDoS-attack-detection-and-mitigation-using-deep-neural-network-in-SDN-environment Computers & Security	28	Experimental	21	Python
10	ruyynn/DDoSSCAN DDoSSCAN is a network availability and stress testing utility intended for...	28	Experimental	5	Python
11	saicharansigiri/DDos-Detection-using-ML As we know that Now-a-days Most of the DDos attacks are often sourced from...	28	Experimental	13	Jupyter Notebook
12	xgr19/Soter Soter: Deep Learning Enhanced In-Network Attack Detection Based on...	27	Experimental	10	C++
13	farhanashraf4/CNN-Based-Detection-of-DDoS-Threats-in-Software-Defined-Networks Develop a DDoS attack detection system for SDN using machine learning and...	26	Experimental	5	Jupyter Notebook
14	buseyaren/classification-and-detection-ddosattacks In this repository, DDOS attacks were detected using Recurrent Neural...	26	Experimental	19	Jupyter Notebook
15	kedarghule/DetectingDDosAttacks The project implements and tests various machine learning algorithms to...	25	Experimental	8	Jupyter Notebook
16	FaizanZaheerGit/DDoS-Detection-ML Various supervised machine learning techniques on the highly optimized...	24	Experimental	1	Python
17	aliasar1/DDoS-Detection-SDN This repository contains the implementation of a DDOS attack detection...	24	Experimental	15	Jupyter Notebook
18	SmartSecLab/DDoS-detect. Resource-Efficient DDoS Detection in IoT	24	Experimental	3	Python
19	sajidkhan2067/DDoSAttackDetectionUsingCNN DDoS Attack Detection for 5G Network Slice using CNN	22	Experimental	6	Jupyter Notebook
20	aayushsingh8217/DDoS_ML A machine learning project for classifying Distributed Denial of Service...	22	Experimental	6	Jupyter Notebook
21	acetinkaya/Machine-Learning-Based-Detection-of-Distributed-Denial-of-Service-DDoS-Attacks Machine Learning-Based Detection of Distributed Denial-of-Service (DDoS) Attacks	22	Experimental	4	—
22	B1rH0ut/sdn-ml-ddos-mitigation Real-time DDoS detection and mitigation using SDN (Ryu/OpenFlow) and Machine...	22	Experimental	—	Python
23	bryanoliverh/SDNSecurity_DDOSMitigationDecisionTree_PortBlocking DDOS Mitigation System based on Ryu SDN Controller with Port Blocking Mechanism	22	Experimental	28	Python
24	akaeme/SafeCorporate Detect Denial-Of-Service attacks, using a Source-End approach	20	Experimental	6	Python
25	rakibnsajib/DDoS-Defense-A-Multiclass-and-Multidimensional-Detection-System-with-Diverse-Machine-Learning-Models DDoS Attack Detection and Classification using Machine Learning. A...	20	Experimental	5	Jupyter Notebook
26	luisdavidgarcia/DDoS-Hybrid-Detection-System A docker testbed to simulate DDoS attacks and deploy pretrained ML/DL models	17	Experimental	—	Jupyter Notebook
27	viettd14/DETECTION-AND-MITIGATION-DDOS-ATTACKS-IN-SDN This is my study on detection and mitigation DDoS attacks in SDN	14	Experimental	22	Python
28	hainamt/anomaly-dectection-ml-sdn A prototype for an architecture that uses Machine Learning to detect...	14	Experimental	15	Python
29	nishu2402/intelligent-ddos-detection-system AI-powered Network Intrusion Detection System (NIDS) for detecting and...	14	Experimental	—	Jupyter Notebook
30	eyoliya/ddos-attack-prediction Predict DDoS attacks early using machine learning on network flow data to...	14	Experimental	—	Python
31	KSeutloali/Final-SDN-IDS-ML Modular SDN security testbed with dynamic firewall enforcement, threshold...	14	Experimental	—	Python
32	Akshaydev10/sip-attack-detection STREAMLINING NETWORK SECURITY: A CONVOLUTIONAL NEURAL NETWORK-BASED SYSTEM...	13	Experimental	—	Jupyter Notebook
33	Liando18/deteksi-ddos Artificial Intelligence (AI) berbasis Machine Learning menggunakan algoritma...	13	Experimental	—	Jupyter Notebook
34	Multi-Class-DDoS-Detection/Multi-Class-DDoS-Detection-using-LSTM-Autoencoder This project focuses on developing and deploying a robust system for...	12	Experimental	4	Jupyter Notebook
35	coduri/ML_DDoS_Detection Analyzing a dataset for benign and DDoS attacks, involving data exploration,...	12	Experimental	5	Jupyter Notebook
36	ns7523/DDoS-attack-in-IoT-Real-Time Feature Engineering and Machine Learning Framework for DDoS Attack Detection...	11	Experimental	3	JavaScript
37	akd3070/SDN-DDoS-Detection-Research A Research Project in which SDN DDos Attack dataset is being generated in...	11	Experimental	—	Java

Comparisons in this category