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AI Security Architecture, Controls, and Defensive Operations · LearnSpace
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AI Security Architecture, Controls, and Defensive Operations

Курс от Packt
Средний≈ 17.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. This comprehensive course equips learners with the knowledge and skills to secure AI systems effectively, covering threat modeling, security controls, access management, data protection, monitoring, and attack mitigation. You’ll explore practical frameworks like OWASP ML Security Top 10, MITRE ATLAS, and CVE AI guidelines, gaining hands-on insights into implementing robust AI defenses. Through structured modules, learners will understand model evaluation, guardrails, endpoint access, encryption, auditing, and monitoring practices essential for safeguarding AI deployments. The course also examines real-world attack vectors including prompt injection, model inversion, supply chain threats, and adversarial manipulations, teaching you how to anticipate, detect, and mitigate risks. Designed for IT professionals, security engineers, and AI practitioners, this course assumes foundational knowledge in cybersecurity principles and AI systems, offering a structured path from basic controls to advanced defensive strategies. By the end of the course, you will be able to design, implement, and manage comprehensive AI security architectures, apply controls and compensating measures, secure data and access, and utilize AI-enabled tools to protect systems from complex attack vectors.

Навыки, которые вы освоите

AI SecuritySecurity ControlsThreat ModelingIdentity and Access ManagementAnomaly DetectionSecurity EngineeringData SecurityContinuous MonitoringThreat DetectionOpen Web Application Security Project (OWASP)Model Context ProtocolIT Security ArchitectureSecure CodingAuthorization (Computing)Application SecurityIncident ResponseInformation Systems SecurityDistributed Denial-Of-Service (DDoS) AttacksSecurity TestingPersonally Identifiable Information

Программа курса

9 модулей · 105 учебных материалов

01CompTIA SecAI+ AI Threat Modeling Certification Guide11 материалов

CompTIA SecAI+ AI Threat Modeling Certification Guide

Introduction to the Course 'AI Security Architecture, Controls, and Defensive Operations'ЧтениеFull Specialization ResourcesЧтениеIntroduction to AI Threat ModelingВидеоOWASP Machine Learning Security Top 10Видео

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Packt - Course Instructors

Преподаватель курса

AI Security Architecture, Controls, and Defensive Operations
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 17.4 ч

9 модулей

Язык: Английский

Часть программы вашего университета
OWASP LLM Top 10 for AI SecurityВидео
MIT AI Risk RepositoryВидео
MITRE ATLAS Framework for AI SecurityВидео
CVE AI Working GroupВидео
Threat Modeling Frameworks ExplainedВидео
AI Threat Modeling: Frameworks, Attack Scenarios, and MitigationDIALOGUE
CompTIA SecAI+ AI Threat Modeling Certification Guide - AssessmentЗадание
02CompTIA SecAI+ AI Security Controls Certification Guide12 материалов

CompTIA SecAI+ AI Security Controls Certification Guide

Model Controls Overview for AI SecurityВидеоModel Evaluation Controls in AI SecurityВидеоModel Guardrails for AI SystemsВидеоGateway Controls in AI SecurityВидеоPrompt Firewalls for AI ProtectionВидеоRate Limits and Token Limits in AIВидеоInput Quotas Data Size and QuantityВидеоModality Limits in AI SystemsВидеоEndpoint Access Controls for AIВидеоGuardrail Testing and ValidationВидеоTesting AI Security Guardrails and Prompt FirewallsDIALOGUECompTIA SecAI+ AI Security Controls Certification Guide - AssessmentЗадание
03CompTIA SecAI+ AI Access Controls Certification Guide6 материалов

CompTIA SecAI+ AI Access Controls Certification Guide

Model Access Controls for AIВидеоData Access Controls in AI SystemsВидеоAgent Access Controls in AIВидеоNetwork and API Access ControlsВидеоImplementing AI Model and Data Access ControlsDIALOGUECompTIA SecAI+ AI Access Controls Certification Guide - AssessmentЗадание
04CompTIA SecAI+ AI Data Security Controls Guide10 материалов

CompTIA SecAI+ AI Data Security Controls Guide

Encryption Requirements OverviewВидеоData Encryption at Rest in AIВидеоData Encryption in Use for AIВидеоData Encryption in TransitВидеоData Anonymization TechniquesВидеоData Classification and LabelingВидеоData Redaction and MaskingВидеоData Minimization PrinciplesВидеоSecuring AI Data: Encryption, Anonymization, and Data MinimizationDIALOGUECompTIA SecAI+ AI Data Security Controls Guide - AssessmentЗадание
05CompTIA SecAI+ AI Monitoring and Auditing Guide9 материалов

CompTIA SecAI+ AI Monitoring and Auditing Guide

Prompt Monitoring for AI SystemsВидеоLog Monitoring for AIВидеоLog Sanitization and ProtectionВидеоResponse Confidence Level MonitoringВидеоRate Monitoring in AI SystemsВидеоAI Cost MonitoringВидеоAuditing for Quality and ComplianceВидеоMonitoring and Securing AI Prompts and LogsDIALOGUECompTIA SecAI+ AI Monitoring and Auditing Guide - AssessmentЗадание
06CompTIA SecAI+ AI Attack Vectors Certification Guide22 материалов
Prompt Injection Attacks in AIВидеоPoisoning Attacks Model and DataВидеоJailbreaking AI ModelsВидеоAI Hallucinations Security ImpactВидеоInput Manipulation AttacksВидеоIntroducing Biases in AI SystemsВидеоCircumventing AI GuardrailsВидеоManipulating Application IntegrationsВидеоModel Inversion AttacksВидеоModel Theft AttacksВидеоAI Supply Chain AttacksВидеоTransfer Learning AttacksВидеоModel Skewing AttacksВидеоOutput Integrity AttacksВидеоMembership Inference AttacksВидеоModel Denial of Service DoSВидеоSensitive Information DisclosureВидеоInsecure Plugin DesignВидеоExcessive Agency in AI SystemsВидеоOverreliance on AI SystemsВидеоDefending Security AI: Threats and CountermeasuresDIALOGUECompTIA SecAI+ AI Attack Vectors Certification Guide - AssessmentЗадание
07CompTIA SecAI+ AI Compensating Controls Guide10 материалов
Implementing Prompt FirewallsВидеоApplying Model GuardrailsВидеоAccess Control ImplementationВидеоData Integrity ControlsВидеоEncryption ImplementationВидеоImplementing Least PrivilegeВидеоRate Limiting StrategiesВидеоPrompt Template SecurityВидеоImplementing AI Prompt Firewalls and Guardrails for SecurityDIALOGUECompTIA SecAI+ AI Compensating Controls Guide - AssessmentЗадание
08CompTIA SecAI+ AI-Enabled Security Tools Guide9 материалов
Overview of AI Security ToolsВидеоBrowser Plug-ins for SecurityВидеоCLI Plug-ins for SecurityВидеоAI Chatbots for SecurityВидеоPersonal AI AssistantsВидеоIDE Plug-ins for Secure CodingВидеоModel Context Protocol MCP ServersВидеоMapping the AI Security Tool LandscapeDIALOGUECompTIA SecAI+ AI-Enabled Security Tools Guide - AssessmentЗадание
09CompTIA SecAI+ AI Security Use Cases Guide16 материалов
Signature Matching with AIВидеоCode Quality and LintingВидеоAI-Driven Vulnerability AnalysisВидеоAutomated Penetration TestingВидеоAnomaly DetectionВидеоPattern Recognition in SecurityВидеоThreat Modeling with AIВидеоFraud Detection with AIВидеоTranslation for SecurityВидеоSummarization of Security DataВидеоAI-Assisted Incident ManagementВидеоUnderstanding AI-Powered Signature Matching in SecurityDIALOGUEConclusion to the Course 'AI Security Architecture, Controls, and Defensive Operations'ЧтениеCompTIA SecAI+ AI Security Use Cases Guide - AssessmentЗаданиеFull Course Practice AssessmentЗаданиеFull Course AssessmentЗадание