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by professionals, for professionals

AI Security Overivew

How to address AI Security

Comprehensive guidance and alignment on how to protect AI against security threats – by professionals, for professionals. Part of the OWASP AI Security & privacy guide.

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References of the OWASP AI Exchange

Category: discussion
Permalink: https://owaspai.org/goto/references/

See the Media page for several webinars and podcast by and about the AI Exchange.

Overviews of AI security threats:

  • OWASP LLM top 10
  • ENISA ML threats and countermeasures 2021
  • MITRE ATLAS framework for AI threats
  • NIST threat taxonomy
  • ETSI SAI
  • Microsoft AI failure modes
  • NIST
  • NISTIR 8269 – A Taxonomy and Terminology of Adversarial Machine Learning
  • OWASP ML top 10
  • BIML
  • PLOT4ai threat library
  • BSI AI recommendations including security aspects (Germany) – in English
  • NCSC UK / CISA Joint Guidelines – see its mapping with the AI Exchange

Overviews of AI security/privacy incidents:

  • AVID AI Vulnerability database
  • OECD AI Incidents Monitor (AIM)

Misc.:

  • ENISA AI security standard discussion
  • ENISA’s multilayer AI security framework
  • Alan Turing institute’s AI standards hub
  • Microsoft/MITRE tooling for ML teams
  • Google’s Secure AI Framework
  • NIST AI Risk Management Framework 1.0
  • ISO/IEC 20547-4 Big data security
  • IEEE 2813 Big Data Business Security Risk Assessment
  • Awesome MLSecOps references

Training:

  • Microsoft AI security fundamentals

Overview

General controls

Threats through use

Development-time threats

Runtime application threats

Resources

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AI Security Reference

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