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AI learning path

Responsible AI & Security

Turn responsible-AI principles into risk registers, threat models, evaluation gates, incident plans, and accountable operating practices.

For Builders, security teams, product owners, and governance leaders

7 resources

Introduction to Responsible AI by Google for Developers
CourseBeginner

Introduction to Responsible AI

Google for Developers

A structured introduction to fairness, accountability, safety, and privacy considerations when developing and scaling AI systems.

Time
Short learning modules
fairnessaccountabilityprivacy
Read the ToolDix guide
AI Risk Management Framework by NIST
Classic readingIntermediate

AI Risk Management Framework

NIST

A voluntary framework organized around Govern, Map, Measure, and Manage for operationalizing trustworthy and responsible AI risk management.

Time
Framework and playbook
NIST AI RMFrisk managementgovernance
Read the ToolDix guide
Generative AI Profile by NIST
Classic readingAdvanced

Generative AI Profile

NIST

A companion profile that applies the AI RMF to generative-AI risks, actions, measurement needs, and governance considerations.

Time
Companion risk profile
generative AIrisk profilecontrols
Read the ToolDix guide
OWASP Top 10 for LLM Applications by OWASP GenAI Security Project
Hands-on labIntermediate

OWASP Top 10 for LLM Applications

OWASP GenAI Security Project

A practitioner reference for common LLM application risks such as prompt injection, sensitive-data disclosure, excessive agency, and insecure output handling.

Time
Threat-by-threat guide
prompt injectionexcessive agencythreat modeling
Read the ToolDix guide
Microsoft Responsible AI Standard by Microsoft
Classic readingAdvanced

Microsoft Responsible AI Standard

Microsoft

A public overview of Microsoft's responsible-AI principles, governance approach, and resources for putting accountability into product development.

Time
Standard and implementation guidance
responsible AIstandardsaccountability
Read the ToolDix guide
Secure AI Framework (SAIF) by Google
Classic readingIntermediate

Secure AI Framework (SAIF)

Google

A security framework for mapping AI risks, extending established controls, automating defenses, and adapting protection to model, data, infrastructure, and application layers.

Time
Framework · risk map · controls
AI securityrisk assessmentcontrols
Read the ToolDix guide
MITRE ATLAS by MITRE
Classic readingAdvanced

MITRE ATLAS

MITRE

A structured knowledge base of adversary tactics, techniques, case studies, and mitigations for machine-learning and generative-AI systems.

Time
Living knowledge base
adversary tacticsAI red teamingmitigations
Read the ToolDix guide