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Privacy and Secure AI Operations · LearnSpace
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courseraIT и технологии

Privacy and Secure AI Operations

Курс от Microsoft
Средний≈ 10.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course addresses data privacy compliance, transformer-based AI security, and the operational security of deployed AI systems. You'll apply GDPR lawful-basis mapping to training data; conduct DPIA reviews and evaluate de-identification techniques; identify transformer attack surfaces and interpret adversarial test reports for hardening prioritization. You will also review defence-in-depth control implementation in Azure ML environments; assess security telemetry outputs for prompt-injection detection; and make patch-vs-retrain decisions when model dependency vulnerabilities are published. Technical content is scaffolded for managerial and governance audiences — no coding or model engineering required. Familiarity with GDPR and Azure fundamentals is recommended.

Навыки, которые вы освоите

General Data Protection Regulation (GDPR)AI SecurityMLOps (Machine Learning Operations)Vulnerability ManagementResponsible AIRecord KeepingHardeningData GovernanceAI literacyInformation PrivacyPersonally Identifiable InformationRegulatory ComplianceCyber GovernanceSecurity TestingCloud SecurityLaw, Regulation, and ComplianceVulnerability AssessmentsAudit Working PapersThreat ModelingSecurity Architecture Review

Программа курса

11 модулей · 67 учебных материалов

01GDPR RoPA: Map Lawful Bases to AI Training Data6 материалов
When Your Training Set Becomes Your Audit HeadlineВидеоThe Six Lawful Bases and Special Category DataВидеоRoPA Article 30 Structure ReferenceЧтениеApply the Lawful Basis Decision TreeВидео

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Microsoft

Преподаватель курса

Privacy and Secure AI Operations
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 10.9 ч

11 модулей

Язык: Английский

Часть программы вашего университета
Hands-on Activity: Classify Training Data Elements by Lawful BasisЗадание
Knowledge Check: Lawful Bases for AI Training DataЗадание
02GDPR RoPA: Populate the RoPA with Retention and DPO Sign-Off7 материалов
Audit Day and a Stale RoPAЧтениеRetention, DPO Sign-Off, and Escalation TriggersВидеоPopulate the RoPA for AI Training ColumnsВидеоRoPA Validation and DPO Routing ReferenceЧтениеHands-on Activity: Complete the RoPA for the HR Resume-Screening AIЗаданиеKnowledge Check: Retention and DPO Sign-OffЗаданиеGraded Quiz: GDPR Lawful Basis Mapping and RoPA PopulationЗадание
03DPIA & De-ID: Analyze a DPIA for Missing Mitigations6 материалов
The Mitigation That Wasn't ThereВидеоArticle 35 Triggers and DPIA StructureВидеоDPIA Mitigation Patterns ReferenceЧтениеGap-Detection Methodology on a Sample DPIAВидеоHands-on Activity: Analyze the Healthcare Chatbot DPIA and Complete the Mitigation PlanЗаданиеKnowledge Check: DPIA AnalysisЗадание
04DPIA & De-ID: Evaluate Pseudonymization vs Differential Privacy7 материалов
The Re-Identification That Wasn'tВидеоPseudonymization and Differential PrivacyВидеоRe-Identification Risk Thresholds ReferenceЧтениеPopulating a De-Identification Comparison MatrixВидеоHands-on Activity: Compare De-Identification Techniques and Recommend to the Product OwnerЗаданиеKnowledge Check: De-Identification EvaluationЗаданиеGraded Quiz: DPIA Analysis and De-Identification EvaluationЗадание
05Transformer Security: Map Attack Surfaces in the Architecture6 материалов
The Questions That Make Engineers Take You SeriouslyВидеоHow Transformers Process Tokens—A Manager's ViewВидеоAttack Surfaces by Architectural Layer with Industry Framework ReferencesЧтениеAnnotate a Transformer Data-Flow Diagram for Attack SurfacesВидеоHands-on Activity: Annotate the Customer-Service AI Assistant ArchitectureЗаданиеKnowledge Check: Transformer Architecture and Attack SurfacesЗадание
06Transformer Security: Review Adversarial Tests and Submit a Hardening Ticket7 материалов
Test Reports That Drove Real HardeningВидеоAdversarial Test Categories and What They RevealВидеоRobustness Metrics: What They Mean and How to Read ThemЧтениеReview an Adversarial Test Report and Identify Hardening PrioritiesВидеоHands-on Activity: Submit a Hardening Ticket Based on the Adversarial Test ReportЗаданиеKnowledge Check: Adversarial Tests and Robustness MetricsЗаданиеGraded Quiz: Transformer Security and Adversarial TestingЗадание
07AML Security: Evaluate Defence-in-Depth Controls and Identify Configuration Gaps5 материалов
The Gaps That Surface After Go-LiveВидеоDefence-in-Depth for AI Model DeploymentsВидеоWalk Through an AML Security Configuration ReportЧтениеHands-on Activity: Review the AML Security Configuration Report and Document GapsЗаданиеKnowledge Check: Defence-in-Depth ReviewЗадание
08AML Security: Analyze Telemetry for Prompt-Injection Detection and Escalation6 материалов
The Alert That Got Closed Too SoonВидеоTelemetry Sources and Prompt-Injection SignaturesВидеоWalk Through a Defender for Cloud Alert and Apply the Triage RubricЧтениеHands-on Activity: Analyze Two High-Severity Alerts Against the Financial Reporting AI AssistantЗаданиеKnowledge Check: Telemetry Analysis and Prompt-Injection TriageЗаданиеGraded Quiz: AML Security Controls and Telemetry AnalysisЗадание
09Patch vs Retrain: Analyze the CVE and Make the Call6 материалов
The 2 AM CVE That Ends Up on the CAB AgendaВидеоReading a CVE for AI Model RelevanceВидеоCVE Severity and the Decision FrameworkЧтениеCVE Matrix: Evaluating Two OutcomesВидеоHands-on Activity: Make the Patch-vs-Retrain Call on a Fraud Detection AI CVEЗаданиеKnowledge Check: CVE Analysis and Decision FrameworkЗадание
10Patch vs Retrain: Defend the Decision to the Change Advisory Board7 материалов
The Recommendation That Didn't Survive CABВидеоChange Advisory Board DynamicsВидеоRollback Plan Quality and Trigger Condition DisciplineЧтениеPresent the Patch-vs-Retrain Decision to a Change Advisory Board (CAB)ВидеоHands-on Activity: Defend the Patch-vs-Retrain Recommendation to the CAB ChairDIALOGUEKnowledge Check: CAB Defense and Rollback Plan QualityЗаданиеGraded Quiz: Patch vs Retrain Decisions and CAB DefenseЗадание
11Project Module: Privacy & Secure Operations Compliance Package4 материалов
Why This Project MattersВидеоAI Compliance Package Project RequirementsЧтениеInsurance Claims Triage AI Project InstructionsЧтениеHands-on Activity: Privacy & Secure Operations Compliance PackageЗадание