IDS ML Implementations ML Frameworks

Machine learning and deep learning implementations of network intrusion detection systems (IDS) using datasets like NSL-KDD and ISCX. Does NOT include general anomaly detection, malware detection, or IDS systems without ML/DL components.

There are 135 ids ml implementations frameworks tracked. 2 score above 50 (established tier). The highest-rated is AIS-Package/aisp at 55/100 with 15 stars and 253 monthly downloads.

Get all 135 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=ids-ml-implementations&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	AIS-Package/aisp Artificial Immune Systems Package (AISP) is an open-source Python library...	55	Established	15	Python
2	ubc-provenance/PIDSMaker A framework for building provenance-based intrusion detection systems with...	51	Established	81	Python
3	Western-OC2-Lab/Intrusion-Detection-System-Using-Machine-Learning Code for IDS-ML: intrusion detection system development using machine...	46	Emerging	573	Jupyter Notebook
4	zimingttkx/Network-Security-Based-On-ML 基于机器学习的网络安全检测系统 \| 集成Kitsune/LUCID算法 \| 支持ML/DL/RL模型 \| 99.58%攻击检测准确率 \| 19913...	43	Emerging	143	Python
5	abhinav-bhardwaj/IoT-Network-Intrusion-Detection-System-UNSW-NB15 Network Intrusion Detection based on various machine learning and deep...	41	Emerging	197	Jupyter Notebook
6	abhinav-bhardwaj/Network-Intrusion-Detection-Using-Machine-Learning A Novel Statistical Analysis and Autoencoder Driven Intelligent Intrusion...	41	Emerging	145	Jupyter Notebook
7	Western-OC2-Lab/Intrusion-Detection-System-Using-CNN-and-Transfer-Learning Code for intrusion detection system (IDS) development using CNN models and...	41	Emerging	199	Jupyter Notebook
8	Western-OC2-Lab/AutoML-and-Adversarial-Attack-Defense-for-Zero-Touch-Network-Security This repository includes code for the AutoML-based IDS and adversarial...	41	Emerging	43	Jupyter Notebook
9	whyisyoung/CADE Code for our USENIX Security 2021 paper -- CADE: Detecting and Explaining...	40	Emerging	143	Python
10	AFAgarap/gru-svm [ICMLC 2018] A Neural Network Architecture Combining Gated Recurrent Unit...	40	Emerging	174	Python
11	dimtics/Network-Intrusion-Detection-Using-Machine-Learning-Techniques Network intrusions classification using algorithms such as Support Vector...	39	Emerging	102	Jupyter Notebook
12	Mamcose/NSL-KDD-Network-Intrusion-Detection Machine Learning Algorithms on NSL-KDD dataset	39	Emerging	97	Jupyter Notebook
13	netsharecmu/NetShare (SIGCOMM '22) Practical GAN-based Synthetic IP Header Trace Generation using NetShare	38	Emerging	96	Python
14	Iretha/IoT23-network-traffic-anomalies-classification AI & Machine Learning: Detection and Classification of Network Traffic...	38	Emerging	92	Python
15	jay-johnson/antinex-core Network exploit detection using highly accurate pre-trained deep neural...	38	Emerging	22	Jupyter Notebook
16	fkie-cad/COMIDDS A comprehensive survey of datasets for research in host-based and/or...	37	Emerging	51	HTML
17	othmbela/dbn-based-nids An Intrusion Detection System based on Deep Belief Networks	36	Emerging	91	Jupyter Notebook
18	kahramankostas/IoTDevIDv2 A Behavior-Based Device Identification Method for the IoT	36	Emerging	59	Jupyter Notebook
19	vinayakumarr/Network-Intrusion-Detection Network Intrusion Detection KDDCup '99', NSL-KDD and UNSW-NB15	36	Emerging	762	Python
20	CactiLab/code-xNIDS source code for USENIX Security paper xNIDS	35	Emerging	58	Python
21	rahulvigneswaran/Intrusion-Detection-Systems This is the repo of the research paper, "Evaluating Shallow and Deep Neural...	35	Emerging	296	Python
22	J4FSec/In0ri Website defacement attack detection with deep learning	35	Emerging	62	CSS
23	CynthiaKoopman/Network-Intrusion-Detection Machine Learning with the NSL-KDD dataset for Network Intrusion Detection	35	Emerging	271	Jupyter Notebook
24	kahramankostas/IoTGeM IoT Attack Detection with machine learning	34	Emerging	30	Jupyter Notebook
25	Ate329/IDS An intrusion detection system with a web interface built using Django	33	Emerging	6	Python
26	alik604/cyber-security Machine Learning for Network Intrusion Detection & Misc Cyber Security Utilities	33	Emerging	222	Jupyter Notebook
27	tamimmirza/Intrusion-Detection-System-using-Deep-Learning VGG-19 deep learning model trained using ISCX 2012 IDS Dataset	33	Emerging	145	Jupyter Notebook
28	cstub/ml-ids A machine learning based Intrusion Detection System	33	Emerging	165	Jupyter Notebook
29	anacletu/ml-intrusion-detection-cicids2017 Machine Learning-based Intrusion Detection System (IDS) tailored for...	32	Emerging	16	Jupyter Notebook
30	mudgalabhay/Intrusion-Detection-System IDS monitors a network or systems for malicious activity and protects a...	32	Emerging	104	Jupyter Notebook
31	hectorpadin1/Network-Intrusion-Detection-System En este proyecto se evalúan y comparan diferentes técnicas de aprendizaje...	32	Emerging	28	Jupyter Notebook
32	TATU-hacker/CNN-LSTM-GRU Next–Generation Intrusion Detection for IoT EVCS: Integrating CNN, LSTM, and...	30	Emerging	18	Jupyter Notebook
33	perriDplatypus/Anomaly-Detection-KDD99-CNNLSTM Intrusion Detection System using Machine Learning and Deep Learning	30	Emerging	89	Jupyter Notebook
34	itzzdev09/XAI-PyTorch-IDS Multi-class network intrusion detection using CatBoost with GPU/CPU support,...	30	Emerging	2	HTML
35	sinanw/ml-classification-malicious-network-traffic This project aims to analyze and classify a real network traffic dataset to...	30	Emerging	24	Jupyter Notebook
36	noushinpervez/Intrusion-Detection-CICIDS2017 This repository contains an in-depth analysis of the Intrusion Detection...	30	Emerging	111	Jupyter Notebook
37	visezion/SENTRY-AI-Computer-Vision-Branch A community-sourced, explainable AI IDS achieving 99.99% accuracy on...	29	Experimental	7	Python
38	Western-OC2-Lab/Cross-Layer-Autonomous-Cybersecurity-Framework This repository includes code for the paper "Towards Zero Touch Networks:...	29	Experimental	14	Jupyter Notebook
39	elifnurkarakoc/CICIDS2017 CICIDS2017 dataset	29	Experimental	70	Jupyter Notebook
40	maliksh7/DeepMAD Malicious Activity Detection System. Final Year Project. Deep Learning-based...	28	Experimental	13	Python
41	Western-OC2-Lab/AutonomousCyber-AutoML-based-Autonomous-Intrusion-Detection-System This repository includes code for the paper "Towards Autonomous...	28	Experimental	34	Jupyter Notebook
42	uamughal/UAVs-Dataset-Under-Normal-and-Cyberattacks This repository contains the dataset developed in paper, "Cyber-Physical...	27	Experimental	20	—
43	staceykeynesian879/GAN-BASED-SYNTHETIC-DATA-GENERATION-IN-IDS 🛡️ Generate synthetic data for intrusion detection systems using GANs to...	26	Experimental	6	Jupyter Notebook
44	aaaastark/Intrusion-Detection-System Attack Detection, Parameter Optimization and Performance Analysis in...	26	Experimental	8	—
45	2000pawan/Cyber-Attack-Threat-Classification This project classifies network intrusions using machine learning models. It...	26	Experimental	4	Jupyter Notebook
46	phil155/LoRaWAN_IDS Integration of a Suricata IDS with an artificial intelligent algorithm KNN.	25	Experimental	5	Lua
47	LeoMartinezTAMUK/CNN-CTGAN_5-Class_ID Combining a Convolutional Neural Network (CNN) and Conditional Tabular...	25	Experimental	2	Python
48	Hashehri/Network-Traffic-Classification-UNSW-NB15 Binary Classification for detecting intrusion network attacks. In order, to...	25	Experimental	29	Jupyter Notebook
49	sergio11/iot_network_malware_classifier 🛡️ The IoT Network Malware Classifier 🚀 is an advanced solution tackling...	24	Experimental	4	Jupyter Notebook
50	Slayingripper/Federated-Detection-at-the-Edge-Collaborative-Anomaly-Detection-for-Resource-Limited-IoT The project demonstrates lightweight anomaly detection models suitable for...	24	Experimental	2	HTML
51	betuldanismaz/Network_Anomaly_Detection A production-ready Network Intrusion Detection System featuring multiple...	24	Experimental	—	Python
52	Aditya-1500/Bot-IoT The project aims to analyse different types of attacks using the Bot-IoT...	23	Experimental	11	Jupyter Notebook
53	tamerthamoqa/cic-ids-2018-intrusion-detection-classification Baseline experiments on training a Decision Tree Classifier and a Random...	23	Experimental	54	Jupyter Notebook
54	nepiskopos/simple_ids_with_tff Training of a simple Neural Network model as an Intrusion Detection System...	23	Experimental	17	Jupyter Notebook
55	shubham-0704/Optical-fiber-based-intrusion-detection Optical fiber based Physical intrusion detection using machine learning	23	Experimental	39	Jupyter Notebook
56	B3TA-BLOCKER/Raspberry-Pi-based-Intrusion-Detection-System Raspberry Pi-based Intrusion Detection System is a lightweight and efficient...	23	Experimental	6	Jupyter Notebook
57	shahanHasan/Intrusion-Detection-System-Adversarial-Attacks- Network Intrusion Detection System on CSE-CIC-IDS2018 using ML classifiers...	23	Experimental	21	Jupyter Notebook
58	DevSharma03/Stealth_Lateral_Movement_Detection Deep learning framework for detecting stealthy lateral movement attacks in...	22	Experimental	—	Jupyter Notebook
59	rexcoleman/adversarial-ids-ml Adversarial ML on network IDS: feature controllability constraints reduce...	22	Experimental	—	Python
60	kahramankostas/IoTDevID-CIC Application of IoTDevID to CIC-IoT-2022 dataset	22	Experimental	7	Jupyter Notebook
61	sayanbanerjee992/Network-based-Intrusion-Detection-System The case study on a Network-based Intrusion Detection System is a Machine...	22	Experimental	29	Jupyter Notebook
62	shruti-sivakumar/Realtime-Network-IDS Real-time Network Intrusion Detection System built with Apache Spark, Kafka,...	22	Experimental	—	Jupyter Notebook
63	shenal00/network-intrusion-detection-ml 🚀 Detect network intrusions with this ML-based system using the NSL-KDD...	22	Experimental	—	Jupyter Notebook
64	CybLow/NIDS AI-powered Network Intrusion Detection System — real-time flow analysis with...	22	Experimental	—	C++
65	LalieA/SoK_System_Call_IDS Research material used for the SLR presented in the article "SoK: An...	22	Experimental	—	—
66	uamughal/Machine-Learning-Based-Intrusion-Detection-System This repository contains the code for paper, ''Machine Learning-Based...	21	Experimental	10	Python
67	TryKatChup/ML-IOT-malware-analysis Machine Learning models for IoT traffic malware detection. (Cybersecurity -...	21	Experimental	8	Jupyter Notebook
68	vanlalruata/DCNNBiLSTM-An-Efficient-Hybrid-Deep-Learning-Based-Intrusion-Detection-System Journal Article: Telematics and Informatics Reports	20	Experimental	12	Jupyter Notebook
69	oliviagallucci/ids-aiml 🕵️ IDS with accuracy rates of 94.4% for misuse detection and 99.0% for...	20	Experimental	15	Python
70	Akash-Ramjyothi/Intrusion-Detection-System Developed an Intrusion Detection System which can detect Intruders. It also...	20	Experimental	6	Python
71	sleetymattgeorge/Deep-Learning-Evaluation-of-IDS-Datasets Deep Model Intrusion Detection (IDS) Evaluation of NSL KDD and CIC IDS 2018 datasets.	20	Experimental	19	Jupyter Notebook
72	lucadibello/network-attack-detection Advanced detection of port scanning, DoS and malware attacks using Machine...	20	Experimental	14	Jupyter Notebook
73	qaixerabbas/network_intrusion_detection Codes for the paper entitled "Optimization of Predictive Performance of...	20	Experimental	16	Python
74	oqadiSAK/fl-ids Federated Learning for Intrusion Detection System using the Flower framework...	20	Experimental	30	Python
75	daisy-field/daisy A Framework for Fully Distributed, Anomaly-Based Intrusion Detection in...	20	Experimental	9	Python
76	uamughal/Cyber-Physical-Intrusion-Detection-System-for-Unmanned-Aerial-Vehicles This repository contains the code for paper, ''Cyber-Physical Intrusion...	20	Experimental	12	Python
77	Alexin-CH/AdversarialNIDS AdversarialNIDS explore les failles des systèmes de détection d'intrusions...	19	Experimental	6	Python
78	kahramankostas/CNN-based-IoT-Device-Identification Multi-class classification via CNN using fingerprints extracted from IoT...	19	Experimental	10	Jupyter Notebook
79	yashwanth-javvaji/intrusion-detection-system This project is a network intrusion detector that uses machine learning...	19	Experimental	5	Jupyter Notebook
80	MohammedSaim-Quadri/Intrusion_Detection-System This project is an Intrusion Detection System (IDS) using machine learning...	19	Experimental	7	Python
81	yue123161/Paper_TNSM Code for paper: Contrastive Learning Enhanced Intrusion Detection	19	Experimental	18	Python
82	sanjay-thiyagarajan/GenieNet CGI Detection using Deep Convolutional Neural Networks	19	Experimental	5	JavaScript
83	xGoldy/nid-datasets Official repository of the "Network Intrusion Datasets: A Survey,...	19	Experimental	7	Jupyter Notebook
84	DarriusL/IDLab Code for Identity recognition and intrusion detection in wireless sensing.	19	Experimental	39	Python
85	vanlalruata/LWIDS-DCNN Journal Article: Computers and Electrical Engineering	18	Experimental	4	Jupyter Notebook
86	sadmansakib37/IDS_DeepLearning_CICIDS2017 Deep learning model comparison for intrusion detection on CIC-IDS2017 dataset	18	Experimental	4	Jupyter Notebook
87	Bharathyalagi/GAN-BASED-SYNTHETIC-DATA-GENERATION-IN-IDS Hybrid WCGAN-ACGAN framework for balanced network intrusion detection on...	18	Experimental	3	Jupyter Notebook
88	carolsworld/FactoryIO_TSC Threat Simulation and Detection with Deep-Learning based Time Series Classification	17	Experimental	5	Jupyter Notebook
89	DianaC01/iot-attack-detection Intrusion detection in IoT networks using machine learning and GAN-based...	17	Experimental	2	Jupyter Notebook
90	Decode2Code/NIDS Network Intrusion Detection System using Machine Learning	17	Experimental	4	Java
91	George9822/CICIDS_2017and2018_IntrusionDetectionSystem This project aims to identify and classify the anomalies captured in network...	17	Experimental	13	Jupyter Notebook
92	ThibaMahlezana/Intrusion-Detection-System This intrusion detection application leverages C++ with OpenCV and NCNN for...	16	Experimental	4	C
93	joaolopix/ebpf-ids An IDS using ML in eBPF with XDP Offload	16	Experimental	3	C
94	koustub1412/xai-powered-ensemble-ids Stacked Ensemble ML-based Intrusion Detection System for IoT with...	16	Experimental	—	Python
95	imannaswini/NIDS Network Intrusion Detection System that captures network packets, detects...	15	Experimental	1	HTML
96	mohakapoor/Network_Anomaly_Detection_CICIDS2017 A machine learning pipeline for detecting network anomalies and cyber...	15	Experimental	1	Jupyter Notebook
97	wiIliu/IoT-AI-IDSs-edge-testing A practical comparision demonstrating: RT-IoT-2022 usage for binary...	15	Experimental	—	Jupyter Notebook
98	Tushar98644/PacketSentry Go-based intrusion detection system that analyzes network flows from PCAPs...	15	Experimental	—	Go
99	yashdhone01/nids-ml-engine ML engine for network intrusion detection with improved U2R detection and...	15	Experimental	1	Python
100	rylandtikes/Lightweight-IDS Lightweight IDS on Raspberry Pi Using Machine Learning	15	Experimental	6	Python
101	Joyline-Rencita/Intrusion-Detection-System Developed a research-based intrusion detection system for IoT devices. It...	15	Experimental	2	Jupyter Notebook
102	ManojThamke/ML_NIDS Machine Learning based Network Intrusion Detection System with real-time...	15	Experimental	1	JavaScript
103	MohdSaif-1807/Network-Intrusion-Detection-System-Using-Machine-Learning-and-Deep-Learning Cyber Security: Development of Network Intrusion Detection System (NIDS),...	15	Experimental	21	EJS
104	DhruvBhirud/Intrusion-Detection-System-using-ML Project based on SVM and Random Forest to detect Intrusion on network traffic	15	Experimental	6	HTML
105	WalkingDevFlag/CICIDS-2017 Jupyter notebooks for analyzing the CICIDS 2017 dataset, to download data,...	14	Experimental	10	Jupyter Notebook
106	Mansour-Wajdi/Enhancing_Intrusion_Detection_with_SecurityOnion_using_ML This project aims to enhance intrusion detection using Security Onion by...	14	Experimental	7	Jupyter Notebook
107	Rajeeb321123/Latent_sculpting_using_two_stage_method The proposed framework addresses generalization collapse in deep...	14	Experimental	—	Jupyter Notebook
108	TushaarMengaram/SDN-Guard An Explainable Intrusion Detection System (IDS) using Graph Neural Networks...	14	Experimental	—	Python
109	shamanthwick/IDS-With-AI AI-Driven Intrusion Detection System using ML (Random Forest) with UNSW-NB15 dataset	14	Experimental	—	Python
110	withonly-sujal/RealTime-IDS Real-Time Intrusion Detection System using Machine Learning Algorithms	14	Experimental	—	Python
111	gawankarsanket/ml-network-intrusion-detection Machine learning model to detect network intrusion attacks using...	14	Experimental	—	Jupyter Notebook
112	daisy-field/datasets Datasets for the setting of Distributed, Anomaly-Based Intrusion Detection...	14	Experimental	4	Jupyter Notebook
113	ajaygangwar945/Cyber-Warfare-Intrusion-Detection A machine learning–based intrusion detection system for cyber warfare...	14	Experimental	—	Jupyter Notebook
114	GeekyCrs/Simple-IDS 🚨 Monitor your network traffic in real-time with Simple-IDS, a Python-based...	14	Experimental	—	TypeScript
115	Klakygaming/project-parasite 🛡️ Safeguard embedded systems in critical infrastructure with PARASITE's...	14	Experimental	—	—
116	krishsharma5169/unsw-nb15-pytorch Network intrusion detection using a PyTorch neural network on the UNSW-NB15...	14	Experimental	—	Python
117	07healer/network-intrusion-detection Two-layer network intrusion detection system — XGBoost multiclass classifier...	14	Experimental	—	Jupyter Notebook
118	eltonvaliyev2008-hub/cybersecurity-attack-classifier Network intrusion detection system using Logistic Regression. Classifies 6...	14	Experimental	—	Jupyter Notebook
119	snairaadarsh/nlp_iot_ids A comparative study of Machine Learning, Deep Learning, and Transformer...	14	Experimental	—	Jupyter Notebook
120	yash1-coder/Intelligent-defence-system 🛡️ AI-powered Intelligent Defence System for cyber attack detection using...	14	Experimental	—	Jupyter Notebook
121	CyberSaR-KAUST/UAV-Intrusion-Detection-Dataset UAV intrusion detection dataset (UAV-NIDD): a real-world cybersecurity...	14	Experimental	—	—
122	prabinpanta0/Network-Intrusion-Detection A machine learning-based network intrusion detection system that classifies...	14	Experimental	3	Jupyter Notebook
123	amr-yasser226/intrusion-detection-kaggle End-to-end pipeline for multi-class cyber-attack detection using per-flow...	13	Experimental	2	Jupyter Notebook
124	Koukyosyumei/SkimXDP Elevate your network's defenses with the power of scikit-learn and XDP, the...	13	Experimental	7	C
125	LeoMartinezTAMUK/Network_Intrusion_DNN-CTGAN Utilizing Generative AI coupled with Deep Neural Networks to classify...	12	Experimental	4	Jupyter Notebook
126	luiz-linkezio/IDS-Redes-Veiculares Este repositóio foi criado com o objetivo de criar sistemas de detecção de...	12	Experimental	1	Jupyter Notebook
127	Hongwei-Z/CNN-LSTM-IoMT-IDS Enhancing Intrusion Detection in Healthcare IoMT Devices Using the CNN-LSTM Model	12	Experimental	3	Jupyter Notebook
128	pradyten/sensor-data-classification-dl Deep learning for sensor data classification	11	Experimental	—	—
129	alisamali-edu/AI-Network-Intrusion-Detection-Ensemble M.Sc Thesis — Hybrid Ensemble IDS (CNN-LSTM + Random Forest + XGBoost) with...	11	Experimental	—	Jupyter Notebook
130	LeoMartinezTAMUK/Anomaly_Instrusion_Predictor The following program is capable of analyzing network traffic with multiple...	11	Experimental	—	Python
131	codinglavinia/Data_Science-Project Detector de amenazas con reglas de Machine Learning	11	Experimental	—	Jupyter Notebook
132	krishsharma5169/unsw-nb15-intrusion-detection Machine learning analysis of the UNSW-NB15 cybersecurity dataset using R...	11	Experimental	—	R
133	aaaastark/Intrusion-Detection-System-MQTT-Enabled-IoT Intrusion Detection System for MQTT Enabled IoT.	10	Experimental	1	—
134	sinanw/ml-clustering-intrusion-detection The aim of this project is to apply unsupervised machine learning to perform...	10	Experimental	1	Jupyter Notebook
135	Vivek-Tate/IDS-Detection-and-Exploiting-Vulnerabilities-in-UWAN A research-driven approach leveraging external adversary nodes for passive...	10	Experimental	1	Python

Comparisons in this category

IoT-Network-Intrusion-Detection-System-UNSW-NB15 and Network-Intrusion-Detection (41 vs 36) Intrusion-Detection-System-Using-Machine-Learning and Intrusion-Detection-System-Using-CNN-and-Transfer-Learning (46 vs 41) NSL-KDD-Network-Intrusion-Detection and Network-Intrusion-Detection-Using-Machine-Learning-Techniques (39 vs 39)