awesome-ml-for-cybersecurity

Cybersecurity toolkit

A curated collection of machine learning tools and resources for cybersecurity applications

octocat Machine Learning for Cyber Security

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awesome-listcyber-securitydata-miningmachine-learning

Awesome Machine Learning for Cyber Security / ↑ Datasets

HIKARI-2021 Datasets
Samples of Security Related Data
DARPA Intrusion Detection Data Sets[ / ]
Stratosphere IPS Data Sets
Open Data Sets
Data Capture from National Security Agency
The ADFA Intrusion Detection Data Sets
NSL-KDD Data Sets172about 11 years ago
Malicious URLs Data Sets
Multi-Source Cyber-Security Events
KDD Cup 1999 Data
Web Attack Payloads3,644over 3 years ago
WAF Malicious Queries Data Sets422over 9 years ago
Malware Training Data Sets227over 5 years ago
Aktaion Data Sets142over 7 years ago
CRIME Database from DeepEnd Research
Publicly available PCAP files
2007 TREC Public Spam Corpus
Drebin Android Malware Dataset
PhishingCorpus Datset
EMBER962almost 2 years ago
Vizsec Research
SHERLOCK
Probing / Port Scan - Dataset29almost 2 years ago
Aegean Wireless Intrusion Dataset (AWID)
BODMAS PE Malware Dataset

Awesome Machine Learning for Cyber Security / ↑ Papers

Generating Network Intrusion Detection Dataset Based on Real and Encrypted Synthetic Attack Traffic
Fast, Lean, and Accurate: Modeling Password Guessability Using Neural Networks
Outside the Closed World: On Using Machine Learning for Network Intrusion Detection
Anomalous Payload-Based Network Intrusion Detection
Malicious PDF detection using metadata and structural features
Adversarial support vector machine learning
Exploiting machine learning to subvert your spam filter
CAMP – Content Agnostic Malware Protection
Notos – Building a Dynamic Reputation System for DNS
Kopis – Detecting malware domains at the upper dns hierarchy
Pleiades – From Throw-away Traffic To Bots – Detecting The Rise Of DGA-based Malware
EXPOSURE – Finding Malicious Domains Using Passive DNS Analysis
Polonium – Tera-Scale Graph Mining for Malware Detection
Nazca – Detecting Malware Distribution in Large-Scale Networks
PAYL – Anomalous Payload-based Network Intrusion Detection
Anagram – A Content Anomaly Detector Resistant to Mimicry Attacks
Applications of Machine Learning in Cyber Security
Data Mining для построения систем обнаружения сетевых атак (RUS)
Выбор технологий Data Mining для систем обнаружения вторжений в корпоративную сеть (RUS)
Нейросетевой подход к иерархическому представлению компьютерной сети в задачах информационной безопасности (RUS)
Методы интеллектуального анализа данных и обнаружение вторжений (RUS)
Dimension Reduction in Network Attacks Detection Systems
Rise of the machines: Machine Learning & its cyber security applications
Machine Learning in Cyber Security: Age of the Centaurs
Automatically Evading Classifiers A Case Study on PDF Malware Classifiers
Weaponizing Data Science for Social Engineering — Automated E2E Spear Phishing on Twitter
Machine Learning: A Threat-Hunting Reality Check
Neural Network-based Graph Embedding for Cross-Platform Binary Code Similarity Detection
Practical Secure Aggregation for Privacy-Preserving Machine Learning
DeepLog: Anomaly Detection and Diagnosis from System Logs through Deep Learning
eXpose: A Character-Level Convolutional Neural Network with Embeddings For Detecting Malicious URLs, File Paths and Registry Keys
Big Data Technologies for Security Event Correlation Based on Event Type Accounting (RUS)
Investigation of The Use of Neural Networks for Detecting Low-Intensive Ddоs-Atak of Applied Level (RUS)
Detecting Malicious PowerShell Commands using Deep Neural Networks
Machine Learning DDoS Detection for Consumer Internet of Things Devices
Anomaly Detection in Computer System by Intellectual Analysis of System Journals (RUS)
EMBER: An Open Dataset for Training Static PE Malware Machine Learning Models
A state-of-the-art survey of malware detection approaches using data mining techniques.
Investigation of malicious portable executable file detection on network using supervised learning techniques.
Machine Learning in Cybersecurity: A Guide
Outside the Closed World: On Using Machine Learning For Network Intrusion Detection
Machine Learning Based Network Vulnerability Analysis of Industrial Internet of Things
Hopper: Modeling and Detecting Lateral Movement
Finding Effective Security Strategies through Reinforcement Learning and Self-Play
Intrusion Prevention through Optimal Stopping
Cyber Risk Management: AI-Generated Warnings of Threats (Thesis)

Awesome Machine Learning for Cyber Security / ↑ Books

Data Mining and Machine Learning in Cybersecurity
Machine Learning and Data Mining for Computer Security
Network Anomaly Detection: A Machine Learning Perspective
Machine Learning and Security: Protecting Systems with Data and Algorithms
Introduction To Artificial Intelligence For Security Professionals151over 7 years ago
Mastering Machine Learning for Penetration Testing
Malware Data Science: Attack Detection and Attribution

Awesome Machine Learning for Cyber Security / ↑ Talks

Using Machine Learning to Support Information Security
Defending Networks with Incomplete Information
Applying Machine Learning to Network Security Monitoring
Measuring the IQ of your Threat Intelligence Feeds
Data-Driven Threat Intelligence: Metrics On Indicator Dissemination And Sharing
Applied Machine Learning for Data Exfil and Other Fun Topics
Secure Because Math: A Deep-Dive on ML-Based Monitoring
Machine Duping 101: Pwning Deep Learning Systems
Delta Zero, KingPhish3r – Weaponizing Data Science for Social Engineering
Defeating Machine Learning What Your Security Vendor Is Not Telling You
CrowdSource: Crowd Trained Machine Learning Model for Malware Capability Det
Defeating Machine Learning: Systemic Deficiencies for Detecting Malware
Packet Capture Village – Theodora Titonis – How Machine Learning Finds Malware
Build an Antivirus in 5 Min – Fresh Machine Learning #7. A fun video to watch
Hunting for Malware with Machine Learning
Machine Learning for Threat Detection
Machine Learning and the Cloud: Disrupting Threat Detection and Prevention
Fraud detection using machine learning & deep learning
The Applications Of Deep Learning On Traffic Identification
Defending Networks With Incomplete Information: A Machine Learning Approach
Machine Learning & Data Science
Advances in Cloud-Scale Machine Learning for Cyber-Defense
Applied Machine Learning: Defeating Modern Malicious Documents
Automated Prevention of Ransomware with Machine Learning and GPOs
Learning to Detect Malware by Mining the Security Literature
Clarence Chio and Anto Joseph - Practical Machine Learning in Infosecurity
Advances in Cloud-Scale Machine Learning for Cyberdefense
Machine Learning-Based Techniques For Network Intrusion Detection
Practical Machine Learning in Infosec
AI and Security
AI in InfoSec
Beyond the Blacklists: Detecting Malicious URL Through Machine Learning
Machine Learning Fueled Cyber Threat Hunting
Weaponizing Machine Learning: Humanity Was Overrated
Machine Learning, Offense, and the future of Automation
Bringing Red vs. Blue to Machine Learning
Explaining Machine Learning with Azure and the Titanic Dataset
Using Machines to exploit Machines
Analyze active directory event logs using visualize and ML
Hardening Machine Learning Defenses Against Adversarial Attacks
Deep Neural Networks for Hackers: Methods, Applications, and Open Source Tools
ML in the daily work of a threat hunter
The Real Deal About AI: ML for CyberSecurity - Josh Fu
Automated Detection of Software Vulnerabilities Using Deep-Learning
Building and Breaking a Machine Learning System - Johann Rehberger
Vulnerabilities of Machine Learning Infrastructure - Sergey Gordeychik

Awesome Machine Learning for Cyber Security / ↑ Tutorials

Machine Learning based Password Strength Classification
Using Machine Learning to Classify Packet Captures
Using Machine Learning to Detect Malicious URLs
Using deep learning to break a Captcha system
Data mining for network security and intrusion detection
Applying Machine Learning to Improve Your Intrusion Detection System
Analyzing BotNets with Suricata & Machine Learning
fWaf – Machine learning driven Web Application Firewall
Deep Session Learning for Cyber Security
DMachine Learning for Malware Detection
ShadowBrokers Leak: A Machine Learning Approach
Practical Machine Learning in Infosec - Virtualbox Image and Stuff
A Machine-Learning Toolkit for Large-scale eCrime Forensics
WebShells Detection by Machine Learning125almost 9 years ago
Building Machine Learning Models for the SOC
Detecting Web Attacks With Recurrent Neural Networks
Machine Learning for Red Teams, Part 1
Detecting Reverse Shell with Machine Learning
Obfuscated Command Line Detection Using Machine Learning
Обнаружение веб-атак с помощью рекуррентных нейронных сетей (RUS)
Clear and Creepy Danger of Machine Learning: Hacking Passwords
Discovering anomalous patterns based on parent-child process relationships
Machine Learning for Detecting Phishing Websites
Password Hunting with ML in Active Directory
Как самому разработать систему обнаружения компьютерных атак на основе машинного обучения (RUS)

Awesome Machine Learning for Cyber Security / ↑ Courses

Data Mining for Cyber Security by Stanford
Data Science and Machine Learning for Infosec
Cybersecurity Data Science on Udemy
Machine Learning for Red Team Hackers on Udemy
Machine Learning for Security

Awesome Machine Learning for Cyber Security / ↑ Miscellaneous

System predicts 85 percent of cyber-attacks using input from human experts
Machine learning tool for classification of packets by looking at packet headers1,125about 2 years ago
A list of open source projects in cyber security using machine learning
Source code about machine learning and security1,987about 4 years ago
Source code for Mastering Machine Learning for Penetration Testing358over 3 years ago
Convolutional neural network for analyzing pentest screenshots1,049over 2 years ago
Big Data and Data Science for Security and Fraud Detection
StringSifter - a machine learning tool that ranks strings based on their relevance for malware analysis688about 2 years ago

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