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Introduction to Prompt Injection Vulnerabilities · LearnSpace
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Introduction to Prompt Injection Vulnerabilities

Курс от Coursera
Начальный≈ 4.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this course, we enter the space of Prompt Injection Attacks, a critical concern for businesses utilizing Large Language Model systems in their AI applications. By exploring practical examples and real-world implications, such as potential data breaches, system malfunctions, and compromised user interactions, you will grasp the mechanics of these attacks and their potential impact on AI systems. As businesses increasingly rely on AI applications, understanding and mitigating Prompt Injection Attacks is essential for safeguarding data and ensuring operational continuity. This course empowers you to recognize vulnerabilities, assess risks, and implement effective countermeasures. This course is for anyone who wants to learn about Large Language Models and their susceptibility to attacks, such as AI Developers, Cybersecurity Professionals, Web Application Security Analysts, AI Enthusiasts. Learners should have knowledge of computers and their usage as part of a network, as well as familiarity with fundamental cybersecurity concepts, and proficiency in using command-line interfaces (CLI). Prior experience with programming languages (Python, JavaScript, etc.) is beneficial but not mandatory. By the end of this course, you will be equipped with actionable insights and strategies to protect your organization's AI systems from the ever-evolving threat landscape, making you an asset in today's AI-driven business environment.

Навыки, которые вы освоите

AI SecurityExploitation techniquesLarge Language ModelingThreat ModelingLLM ApplicationSecurity TestingCybersecurityApplication SecurityVulnerability AssessmentsNetwork SecurityCyber Security AssessmentPrompt Engineering

Программа курса

1 модулей · 30 учебных материалов

01Introduction to Prompt Injection Vulnerabilities (Introduction to Prompt Injection Attacks) 30 материалов

Lesson 1: Introduction to Large Language Model Applications

Welcome to the Course: Course OverviewЧтениеWelcome and Meet Your Instructor ВидеоDefine Large Language Models (LLM)ВидеоExample LLM ApplicationВидео

Учитесь у экспертов

Kevin Cardwell

Computer Security Architect and Consultant

Starweaver

Global Leaders in Professional & Technology Education

Introduction to Prompt Injection Vulnerabilities
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Обучение на Coursera

≈ 4.9 ч

1 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Индонезийский, Испанский, Японский

Часть программы вашего университета
Demonstration: LLM CapabilitiesВидео
Universal and Transferable Adversarial AttacksЧтение
LLM Applications and Security ConsiderationsDIALOGUE

Lesson 2: Reviewing the OWASP Top 10 Against LLM Applications

Exploring the OWASP Top 10ВидеоIdentifying LLM Attack MethodsВидеоLLM AttackВидеоOWASP Top 10 for LLMs: An Overview with SOCRadarЧтениеOWASP Top 10 for LLMs AnalysisЗадание

Lesson 3: Classifying Prompt Injection Risk

Ultimate Black Box TechnologyВидеоSecurity Testing ChallengesВидеоDemonstration: Prompt Injection RiskВидеоPrompt Injections: How Can We Protect Against Them?ЧтениеClassifying and Assessing Prompt Injection RisksDIALOGUE

Lesson 4: Exploring Common Techniques of Prompt Injection Attacks

Passive and Active MethodsВидеоConcatenation of PromptsВидеоDemonstration: Prompt Injection Attack TechniquesВидеоAI PromptsЧтениеPrompt Injection Attack Techniques AnalysisЗадание

Lesson 5: Mitigating the Risk of Prompt Injection Attacks

Principle of Least Services and PrivilegesВидеоHuman LoopВидеоSegregation and IsolationВидеоDemonstration: SegregationВидеоNetwork Segregation and Segmentation ЧтениеComprehensive Review and Assessment PreparationDIALOGUEPrompt Injection Security AssessmentЗаданиеFinal AssessmentЗадание