This repository contains an in-depth analysis of the Intrusion Detection Evaluation Dataset (CIC-IDS2017) for Intrusion Detection, showcasing the implementation and comparison of different machine learning models for binary and multi-class classification tasks.
☆114Oct 19, 2023Updated 2 years ago
Alternatives and similar repositories for Intrusion-Detection-CICIDS2017
Users that are interested in Intrusion-Detection-CICIDS2017 are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- This is a simple DNN based application for an IDS based on the CICIDS2017 dataset☆39Aug 8, 2020Updated 5 years ago
- Replication of Jay Sinha's Efficient Deep CNN-BiLSTM model for network intrusion detection using NSL-KDD and UNSW-NB15 datasets to unders…☆17Aug 25, 2024Updated last year
- Code for intrusion detection system (IDS) development using CNN models and transfer learning☆199Apr 21, 2023Updated 2 years ago
- CICIDS2017 dataset☆70Jan 4, 2022Updated 4 years ago
- A generative deep learning model based on GAN architecture was implemented to generate synthetic network data (benign and malicious) alik…☆10Oct 23, 2021Updated 4 years ago
- An Intrusion Detection System based on Deep Belief Networks☆92Oct 27, 2022Updated 3 years ago
- 数据清洗与合并 Data Cleaning and Merging ; 机器学习模型 Machine Learning Models； 深度学习模型 Deep Learning Models ；PCA, t-SNE分析 PCA, t-SNE Analysis； 数据，结…☆17Jun 18, 2024Updated last year
- Thesis research on enhancing Network Intrusion Detection System (NIDS) explainability using Transformers.☆18Sep 11, 2023Updated 2 years ago
- Network Intrusion Detection based on various machine learning and deep learning algorithms using UNSW-NB15 Dataset☆198Sep 8, 2021Updated 4 years ago
- Intrusion Detection System, IDS，Cyberattack Detection，Pytorch，Transformer☆11Oct 17, 2022Updated 3 years ago
- Implementation of Research Paper titled: An explainable AI based Intrusion Detection System for DNS over HTTPS (DoH) Attacks on CICIDS da…☆10Jul 11, 2023Updated 2 years ago
- A thesis submitted for the degree of Master of Science in Computer Networks and Security☆237Nov 16, 2022Updated 3 years ago
- Download UNSW-NB15 and CIC-IDS2017 Datasets for Network Intrusion Detection (NIDS)☆30Aug 2, 2023Updated 2 years ago
- Integrating CNN-LSTM Networks with Statistical Filtering Techniques for Optimizing IoT Intrusion Detection☆14Aug 28, 2024Updated last year
- ☆21Jan 27, 2025Updated last year
- A Network Anomaly Detection system that leverages machine learning to monitor and identify unusual activities in network traffic in real-…☆25Jun 19, 2024Updated last year
- Code for our submission to IEEE CNS 2022☆24Oct 10, 2023Updated 2 years ago
- Multi agent DQN-based strategy for an Segment Routing network, able to react to link overload.☆15Nov 9, 2023Updated 2 years ago
- 基于联邦学习和深度残差网络的sdn入侵检测研究☆18Jun 17, 2024Updated last year
- the DL methods used are : DNN, CNN, LSTM, GRU, CNN-LSTM, CNN-GRU, CNN-BiLSTM, CNN-BiGRU, the dataset used is : imbalanced NSL-KDD (KDDTra…☆48Sep 24, 2022Updated 3 years ago
- Autoencoder based intrusion detection system trained and tested with the CICIDS2017 data set.☆40Jun 15, 2020Updated 5 years ago
- This repository presents the implemetation of a highly optimized Deep Transfer Learning (DTL) and Genetic Algorithm (GA) based intrusion …☆26Nov 16, 2023Updated 2 years ago
- ☆21May 21, 2024Updated last year
- Towards an Explainable Artificial Intelligence Framework for Enhancing Explainability in Network Intrusion Detection Systems☆21Nov 30, 2024Updated last year
- An intelligent classifier based Intrusion Detection System for IoV’s based on Neural Networks like optimized CNN, transfer learning and e…☆18May 19, 2022Updated 3 years ago
- GNN4ID: A Toolset for Crafting Graph Neural Network-Based NIDS Datasets☆28Feb 23, 2026Updated last month
- ☆14Feb 26, 2025Updated last year
- Machine Learning in Cybersecurity☆91May 23, 2025Updated 10 months ago
- Hyperparameter Optimization for 1D-CNN-Based Network Intrusion Detection Using GA and PSO☆16Feb 19, 2025Updated last year
- Datasets for cybersecurity☆16Aug 12, 2025Updated 7 months ago
- Code for Paper : Efficient-CNN-BiLSTM-for-Network-IDS☆122Oct 25, 2022Updated 3 years ago
- Code for IDS-ML: intrusion detection system development using machine learning algorithms (Decision tree, random forest, extra trees, XGB…☆573Aug 6, 2025Updated 7 months ago
- Neural Network based Intrusion Detection System (NIDS) on Intrusion Detection Evaluation Dataset (CICIDS2017)☆13Aug 16, 2020Updated 5 years ago
- Attention Model for Network Intrusion Detection☆19Jul 24, 2019Updated 6 years ago
- LibML is a library for loading, configuring, and running machine learning models in production. It provides a simple high-level API for C…☆13Mar 14, 2025Updated last year
- A tool to convert tabular data into images, in order to be used by CNNs Inspired by the "DeepInsight" paper.☆27Jan 2, 2025Updated last year
- ☆76Aug 31, 2025Updated 6 months ago
- Codes for the paper entitled "Optimization of Predictive Performance of Intrusion Detection System Using Hybrid Ensemble Model for Secure…☆16May 29, 2023Updated 2 years ago
- As we know that Now-a-days Most of the DDos attacks are often sourced from Cloud and Affect many systems and businesses, resulting in s…☆13Aug 28, 2023Updated 2 years ago