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Machine Learning Engineer

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Resources

Books

Machine Learning in Security

  • Machine Learning for Hackers by Drew Conway
    • Code Repo: https://github.com/johnmyleswhite/ML_for_Hackers
  • Hands-On Machine Learning for Cybersecurity
  • Malware Data Science: Attack Detection and Attribution
  • Machine Learning & Security
  • Machine Learning for Cybersecurity Cookbook
  • Applied Machine Learning/Neural Networks: Offensive Security

Machine Learning

This is the book that really got me interested in applying ML to security.

  • Programming Collective Intelligence
  • Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

Deep Learning

  • Deep Learning (Adaptive Computation and Machine Learning series)

Reinforcement Learning

  • Reinforcement Learning, second edition: An Introduction (Adaptive Computation and Machine Learning series)

Natural Language Processing

  • Natural Language Processing with Python
  • Text Analytics with Python
  • Python Natural Language Processing Cookbook

Data Mining

  • Mining the Social Web
    • https://github.com/mikhailklassen/Mining-the-Social-Web-3rd-Edition

Papers

  • The Role of Machine Learning in Cybersecurity

Courses

Machine Learning in Security

  • Machine Learning Security
    • https://github.com/unica-mlsec/mlsec

Categories

  • Active Defense
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  • UEBA
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Videos

https://www.youtube.com/watch?v=FEb8KZoEyzI&t=1291s

Recent Posts

  • The Cyber Security Future: Machine Learning in Security Training
  • ThreatDKG – A Next Gen Graph AI for Cyber Security
  • AI-Driven Cyber Security Risk Scoring and Prioritization
  • Combine UEBA And ML To Prevent Supply Chain Attacks Now
  • What is Artificial Decision Intelligence (ADI)?

Tags

Apache BERT Boot2Root classification Conda Data Augmentation ddos Diet Dirb Ensemble featured Firewall FreeBSD GPT-3 Hacking Hacking Challenge Htop Kioptrix LiME LLM Miniconda Mod_jk Monitoring NetworkMiner Nikto NLP NLTK Nmap Nokia 770 OpenAI OpenBSD PCAP pdfminer Peak Performance PF Productivity recon Security SSM Tomcat Visualize VSCode Word2Vec Workout xgboost

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