Machine Learning for Cyber Security

A curated list of amazingly awesome tools and resources related to the use of machine learning for cyber security.

Table of Contents

• Datasets
• Papers
• Books
• Talks
• Tutorials
• Courses
• Miscellaneous

↑ Datasets

• Samples of Security Related Dats
• 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 Sets
• Malicious URLs Data Sets
• Multi-Source Cyber-Security Events
• Malware Training Sets: A machine learning dataset for everyone

↑ Papers

• 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
• An Investigation of Byte N-Gram Features for Malware Classification

↑ 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 for Hackers: Case Studies and Algorithms to Get You Started

↑ 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

↑ Tutorials

• Click Security Data Hacking Project
• Using Neural Networks to generate human readable passwords
• Machine Learning based Password Strength Classification
• Using Machine Learning to Detect Malicious URLs
• Big Data and Data Science for Security and Fraud Detection
• Using deep learning to break a Captcha system
• Data mining for network security and intrusion detection
• An Introduction to Machine Learning for Cybersecurity and Threat Hunting

↑ Courses

• Data Mining for Cyber Security by Stanford

↑ Miscellaneous

• System predicts 85 percent of cyber-attacks using input from human experts
• A list of open source projects in cyber security using machine learning

Please have a look at

• Best Hacking Books
• Best Reverse Engineering Books
• Best Machine learning Books
• Best 5 books Programming Books
• Best Java Books