# edge
3 articlestagged with “edge”
AI Deployment Patterns and Security Implications
How API-based, self-hosted, edge, and hybrid deployment patterns each create distinct security considerations and attack surfaces for AI systems.
deploymentapiself-hostededgesecuritybeginner
Edge AI Deployment Security
Security challenges and mitigations for deploying AI models at the edge on resource-constrained devices.
deploymentsecurityedgeinfrastructure
Edge ML Deployment Security
Security challenges of deploying ML models at the edge including model extraction, update tampering, and physical access attacks.
infrastructureedgedeploymentIoT