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