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reportJanuary 2024Reviewed

An Architectural Risk Analysis of Large Language Models: Applied Machine Learning Security

Gary McGraw, Harold Figueroa, Katie McMahon, Richie Bonett

Berryville Institute of Machine Learning (BIML)

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Abstract

Comprehensive practitioner guide covering AI/ML security from an architectural risk analysis perspective, with practical defense patterns.

Categories

BooksThreat ModelingRisk Frameworks
#book#practitioner-guide#BIML#architecture

Framework mappings

NIST AI Risk Management Framework
  • GOVERNGovern
  • MAPMap
  • MEASUREMeasure
  • MANAGEManage

Cite

@techreport{mcgraw2024architectural,
  title = {{An Architectural Risk Analysis of Large Language Models: Applied Machine Learning Security}},
  author = {Gary McGraw and Harold Figueroa and Katie McMahon and Richie Bonett},
  year = {2024},
  month = jan,
  institution = {Berryville Institute of Machine Learning (BIML)},
  url = {https://berryvilleiml.com/docs/BIML-LLM24.pdf}
}