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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

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Videos

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

Recent Posts

  • Data Augmentation Using LLMs for Better Phishing Datasets
  • VSCode SSH and SSM: The Ultimate Combo for Sleek Remote Dev in AWS
  • OpenAI GPT-3: How to Setup Easily NOW
  • The Elements of Statistical Learning: Data Mining, Inference, and Prediction – Book Review
  • How to Install Conda and Miniconda3 on Ubuntu 22.04 LTS

Tags

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