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GMLE-aligned Security Data and Machine Learning Workplace Curriculum

GMLE-ALIGNED SECURITY DATA AND MACHINE LEARNING WORKPLACE CURRICULUMTARGET CODE LN-CURR-GMLE-SECURITY-DATA-MACHINE-LEARNING-WORKPLACEMAP LN-CURRICULUM-1

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COVERAGE MAP

Exam targets follow published exam outlines. Academy workplace curricula use capability maps. Academy percentages are internal curriculum allocations, not official GIAC exam weights.

The published domains and objectives for LN-CURR-GMLE-SECURITY-DATA-MACHINE-LEARNING-WORKPLACE. Your missions come from these objectives, and your progress is recorded against them.

  • 5%

    LN-ai-purpose-authority-and-risk

    SME curriculum allocation — AI Purpose, Authority and Risk

    • LN.ai-purpose-authority-and-riskCurriculum unit — AI Purpose, Authority and Risk

  • 5%

    LN-ai-architecture-and-trust

    SME curriculum allocation — AI Architecture and Trust Boundaries

    • LN.ai-architecture-and-trustCurriculum unit — AI Architecture and Trust Boundaries

  • 5%

    LN-ai-identity-data-and-privacy

    SME curriculum allocation — Identity, Data Access and Privacy

    • LN.ai-identity-data-and-privacyCurriculum unit — Identity, Data Access and Privacy

  • 5%

    LN-ai-evaluation-and-evidence

    SME curriculum allocation — AI Evaluation and Evidence

    • LN.ai-evaluation-and-evidenceCurriculum unit — AI Evaluation and Evidence

  • 4%

    LN-ai-professional-judgment-and-handoff

    SME curriculum allocation — Professional Judgment, Mentoring and Handoff

    • LN.ai-professional-judgment-and-handoffCurriculum unit — Professional Judgment, Mentoring and Handoff

  • 4%

    LN-ai-retrieval-and-knowledge-lifecycle

    SME curriculum allocation — Retrieval and Knowledge Lifecycle

    • LN.ai-retrieval-and-knowledge-lifecycleCurriculum unit — Retrieval and Knowledge Lifecycle

  • 4%

    LN-ai-agent-actions-and-approval

    SME curriculum allocation — Agent Actions and Approval Boundaries

    • LN.ai-agent-actions-and-approvalCurriculum unit — Agent Actions and Approval Boundaries

  • 4%

    LN-ai-delivery-and-change-integrity

    SME curriculum allocation — AI Delivery and Change Integrity

    • LN.ai-delivery-and-change-integrityCurriculum unit — AI Delivery and Change Integrity

  • 4%

    LN-ai-service-failure-and-recovery

    SME curriculum allocation — AI Service Failure and Recovery

    • LN.ai-service-failure-and-recoveryCurriculum unit — AI Service Failure and Recovery

  • 4%

    LN-ai-ml-data-python

    SME curriculum allocation — Data Acquisition and Reproducible Python

    • LN.ai-ml-data-pythonCurriculum unit — Data Acquisition and Reproducible Python

  • 4%

    LN-ai-ml-statistics-costs

    SME curriculum allocation — Statistical Reasoning and Detection Error Costs

    • LN.ai-ml-statistics-costsCurriculum unit — Statistical Reasoning and Detection Error Costs

  • 4%

    LN-ai-ml-clustering

    SME curriculum allocation — Clustering for Security Exploration

    • LN.ai-ml-clusteringCurriculum unit — Clustering for Security Exploration

  • 4%

    LN-ai-ml-supervised-regression

    SME curriculum allocation — Supervised Models and Regression Baselines

    • LN.ai-ml-supervised-regressionCurriculum unit — Supervised Models and Regression Baselines

  • 4%

    LN-ai-ml-neural-foundations

    SME curriculum allocation — Neural Network Mechanisms and Training

    • LN.ai-ml-neural-foundationsCurriculum unit — Neural Network Mechanisms and Training

  • 4%

    LN-ai-ml-convolution

    SME curriculum allocation — Convolutional Models and Representation Choices

    • LN.ai-ml-convolutionCurriculum unit — Convolutional Models and Representation Choices

  • 4%

    LN-ai-ml-anomaly-optimization

    SME curriculum allocation — Autoencoders and Bounded Model Optimization

    • LN.ai-ml-anomaly-optimizationCurriculum unit — Autoencoders and Bounded Model Optimization

  • 4%

    LN-ai-ml-deployment-drift

    SME curriculum allocation — Deployment Integrity and Drift Revalidation

    • LN.ai-ml-deployment-driftCurriculum unit — Deployment Integrity and Drift Revalidation

  • 4%

    LN-ai-ml-margin-and-forest

    SME curriculum allocation — Support Vector Methods and Random Forests

    • LN.ai-ml-margin-and-forestCurriculum unit — Support Vector Methods and Random Forests

  • 4%

    LN-ai-ml-frequency-and-bayes

    SME curriculum allocation — Probability Updates and Frequency-Domain Reasoning

    • LN.ai-ml-frequency-and-bayesCurriculum unit — Probability Updates and Frequency-Domain Reasoning

  • 4%

    LN-ai-automation-detection-evidence

    SME curriculum allocation — Detection Engineering and AI Investigation Evidence

    • LN.ai-automation-detection-evidenceCurriculum unit — Detection Engineering and AI Investigation Evidence

  • 4%

    LN-ai-assess-scope-and-recon

    SME curriculum allocation — Authorized Scope and AI Reconnaissance

    • LN.ai-assess-scope-and-reconCurriculum unit — Authorized Scope and AI Reconnaissance

  • 4%

    LN-ai-automation-soar-recovery

    SME curriculum allocation — SOAR Containment and Recovery Coordination

    • LN.ai-automation-soar-recoveryCurriculum unit — SOAR Containment and Recovery Coordination

  • 4%

    LN-ai-assess-alignment-and-retest

    SME curriculum allocation — Alignment Failures and Repair Validation

    • LN.ai-assess-alignment-and-retestCurriculum unit — Alignment Failures and Repair Validation

  • 4%

    LN-ai-adversary-osint-and-scanning

    SME curriculum allocation — AI Assisted OSINT and Vulnerability Triage

    • LN.ai-adversary-osint-and-scanningCurriculum unit — AI Assisted OSINT and Vulnerability Triage