Machine Learning for Cyber Security
A curated list of amazingly awesome tools and resources related to the use of machine learning for cyber security.
↑ Contributing
Please read CONTRIBUTING if you wish to add tools or resources.
↑ 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
- KDD Cup 1999 Data
↑ 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
↑ Blogs
- SECURITY + BIG DATA + MACHINE LEARNING
- Deep Learning Advent Calendar 2016
- Machine Learning Advent Calendar 2016
- ぱろっくの日記
↑ Books
- Data Mining and Machine Learning in Cybersecurity
- Machine Learning and Data Mining for Computer Security
- Network Anomaly Detection: A Machine Learning Perspective
- データサイエンティスト養成読本 from 技術評論社
- ITエンジニアのための機械学習理論入門 by 中井悦司
- ゼロから作るDeep Learning
↑ 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
- [機械学習でWebアプリケーションの脆弱性を見つける方法] (http://www.slideshare.net/babaroa/code-blue-2016-web)
- 正規分布を使ったアノーマリー検知 Apacheログ
↑ 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
↑ Tools
↑ 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
- How to search arXiv.org - arXib.orgの検索方法
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