GMLE — GIAC Machine Learning Engineer
GIAC's machine learning security engineering certification covering how to build and secure ML pipelines, protect models, and implement MLSecOps practices. Targets security engineers and ML practitioners who build AI/ML systems rather than attack them. Not DoD 8140 approved. One of the few certs bridging ML engineering and security — valuable for organizations building AI products who need to secure their ML infrastructure and development pipelines. Requires genuine ML engineering background alongside security knowledge, making it a genuinely expert-level credential.
| Issuer | GIAC / SANS Institute |
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| Level | expert |
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| Domains | AI Security |
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| Practical weight | 25% |
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| Cost (USD) | 999 |
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| Renewal | 4 years |
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| Skills | secure_ml_pipeline_design, model_security, data_pipeline_security, ml_threat_modeling, feature_engineering_security, model_monitoring_security, mlops_security |
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Official certification page
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