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Artificial Intelligence for Cybersecurity · LearnSpace
Назад в каталог
courseraIT и технологии

Artificial Intelligence for Cybersecurity

Курс от Packt
Средний≈ 27 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Artificial intelligence (AI) is revolutionizing how organizations safeguard digital assets, detect threats, and respond to cyberattacks. This course provides a deep understanding of how AI can be leveraged to enhance cybersecurity, enabling professionals to build intelligent systems that predict and prevent potential breaches. Learners will explore how AI-driven techniques streamline security operations, identify anomalies, and improve decision-making in real-time. By the end of the course, you’ll be able to design AI-based solutions that strengthen defense mechanisms and address modern cybersecurity challenges. What makes this course unique is its focus on practical, hands-on implementation of AI tools and algorithms in security workflows. It bridges the gap between theory and practice, providing both conceptual clarity and real-world case studies. This course is ideal for cybersecurity professionals, machine learning practitioners, and students interested in combining AI with security. A basic understanding of Python and machine learning concepts is recommended. Based on the book, Artificial Intelligence for Cybersecurity, by Bojan Kolosnjaji, Huang Xiao, Peng Xu, and Apostolis Zarras.

Навыки, которые вы освоите

AI SecurityAnomaly DetectionLarge Language ModelingCyber RiskCyber AttacksIT AutomationArtificial IntelligenceFraud detectionApplied Machine LearningMachine Learning MethodsAI IntegrationsArtificial Intelligence and Machine Learning (AI/ML)Intrusion Detection and PreventionThreat DetectionMalware ProtectionCyber EngineeringLLM ApplicationCyber Security StrategyFederated LearningCybersecurity

Программа курса

19 модулей · 129 учебных материалов

01Big Data in Cybersecurity9 материалов

Lesson 1

Courser OverviewВидеоBig Data in Cybersecurity - Overview VideoВидеоIntroductionЧтениеThe Velocity of Data in CyberspaceЧтение

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Packt - Course Instructors

Преподаватель курса

Artificial Intelligence for Cybersecurity
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 27 ч

19 модулей

Язык: Английский

Часть программы вашего университета
The Veracity of Data in CyberspaceЧтение
Behavioral AnalyticsЧтение
Addressing Resource ConstraintsЧтение
Big Data Applications in CybersecurityЧтение
Big Data and Cybersecurity FundamentalsЗадание
02Automation in Cybersecurity7 материалов

Lesson 1

Automation in Cybersecurity - Overview VideoВидеоIntroductionЧтениеAlerting and ReportingЧтениеPractice: Balance Automation and Human Insight in CybersecurityDIALOGUEPotential Drawbacks and Challenges of AutomationЧтениеThe Future of Automation in CybersecurityЧтениеAutomation in Cybersecurity FundamentalsЗадание
03Cybersecurity Data Analytics6 материалов

Lesson 1

Cybersecurity Data Analytics - Overview VideoВидеоIntroductionЧтениеApplications of AIЧтениеAI-Powered Cybersecurity Data AnalyticsЗаданиеThe Regulatory LandscapeЧтениеAI in Cybersecurity Data AnalyticsЗадание
04AI, Machine Learning, and Statistics A Taxonomy9 материалов

Lesson 1

AI, Machine Learning, and Statistics A Taxonomy - Overview VideoВидеоIntroductionЧтениеThe Relation to Statistical Learning TheoryЧтениеReinforcement LearningЧтениеGraph DataЧтениеPractice: Choose the Right Model for the JobDIALOGUEDL and Its Recent AdvancesЧтениеThe Limitation and Security ConcernЧтениеExploring AI and Machine Learning FundamentalsЗадание
05AI Problems and Methods7 материалов

Lesson 1

AI Problems and Methods - Overview VideoВидеоIntroductionЧтениеDeep LearningЧтениеPractice: Match AI Methods to Cybersecurity ProblemsDIALOGUEUnsupervised Learning MethodsЧтениеSemi-supervised Learning MethodsЧтениеMachine Learning Fundamentals and TechniquesЗадание
06Workflow, Tools, and Libraries in AI Projects14 материалов

Lesson 1

Workflow, Tools, and Libraries in AI Projects - Overview VideoВидеоIntroductionЧтениеWorkflow for the Pre-Trained AI ModelЧтениеAdvanced Topics Integrating an AI Model into a ProductЧтениеTools and Libraries for Visual Network Traffic AnalysisЧтениеModel Training and TestingЧтениеPractice: Design an AI Malware Detection WorkflowDIALOGUELibraries of Visual Network Traffic AnalysisЧтениеAn Example of Visual Network Traffic AnalysisЧтениеBackground of Malware DetectionЧтениеTools for Malware DetectionЧтениеLibraries for Malware DetectionЧтениеAn Example of Android Malware DetectionЧтениеAI Project Tools and ProcessesЗадание
07Malware and Network Intrusion Detection and Analysis5 материалов

Lesson 1

Malware and Network Intrusion Detection and Analysis - Overview VideoВидеоIntroductionЧтениеNetwork Intrusion DetectionЧтениеAI for Malware and Network Intrusion DetectionЗаданиеNetwork Security and Machine Learning FundamentalsЗадание
08User and Entity Behavior Analysis5 материалов

Lesson 1

User and Entity Behavior Analysis - Overview VideoВидеоIntroductionЧтениеFeature ExtractionЧтениеExercise UEBA Anomaly DetectionЧтениеBehavioral Analysis in CybersecurityЗадание
09Fraud, Spam, and Phishing Detection5 материалов

Lesson 1

Fraud, Spam, and Phishing Detection - Overview VideoВидеоIntroductionЧтениеUnderstanding Phishing Detection with a Practical ExampleЧтениеDesigning and Implementing Collaborative Anomaly Detection SystemsЧтениеDetecting Fraud, Spam, and PhishingЗадание
10User Authentication and Access Control10 материалов

Lesson 1

User Authentication and Access Control - Overview VideoВидеоIntroductionЧтениеKnowledge-Based AuthenticationЧтениеMFAЧтениеPractice: Design a Secure Access StrategyDIALOGUEModels FrameworksЧтениеImplement the OAuth 2.0 Authorization Flow in Your Mobile AppЧтениеUse Different SELinux ContextsЧтениеDefining and Applying Appropriate SELinux ContextsЧтениеAuthentication and Access Control FundamentalsЗадание
11Threat Intelligence5 материалов

Lesson 1

Threat Intelligence - Overview VideoВидеоIntroductionЧтениеTopic ModelingЧтениеImplementationЧтениеThreat Intelligence Fundamentals and AnalysisЗадание
12Anomaly Detection in Industrial Control Systems9 материалов

Lesson 1

Anomaly Detection in Industrial Control Systems - Overview VideoВидеоIntroductionЧтениеPhishing AttacksЧтениеCyberattacks on the Components of ICSsЧтениеPractice: Choosing a Defense Strategy for an ICSDIALOGUEModel-based TechniquesЧтениеAnomaly Detection for the ICSЧтениеFuture Works and DirectionsЧтениеAnomaly Detection in Industrial Control SystemsЗадание
13Large Language Models and Cybersecurity5 материалов

Lesson 1

Large Language Models and Cybersecurity - Overview VideoВидеоIntroductionЧтениеUsing LLMs for SecurityЧтениеLLMs for Offensive SecurityЧтениеSecurity and Capabilities of Large Language ModelsЗадание
14Data Quality and Its Usage in the AI and LLM Era4 материалов

Lesson 1

Data Quality and Its Usage in the AI and LLM Era - Overview VideoВидеоIntroductionЧтениеPenn TreebankЧтениеData Quality and Its Role in AI and LLM DevelopmentЗадание
15Technical Requirements3 материалов

Lesson 1

Technical Requirements - Overview VideoВидеоTechnical Requirements - The ReadingЧтениеCorrelation, Causation, Bias, and Variance in AI and CybersecurityЗадание
16Evaluation, Monitoring, and Feedback Loop6 материалов

Lesson 1

Evaluation, Monitoring, and Feedback Loop - Overview VideoВидеоIntroductionЧтениеCross-validationЧтениеMonitoring During Testing or ProductionЧтениеHuman in the LoopЧтениеModel Evaluation and Performance AnalysisЗадание
17Learning in a Changing and Adversarial Environment12 материалов

Lesson 1

Learning in a Changing and Adversarial Environment - Overview VideoВидеоIntroductionЧтениеIntroduction to AMLЧтениеThe Realistic Learning EnvironmentЧтениеLearning Process with Data FlowЧтениеSecurity ViolationЧтениеKnowledge of the Learning AlgorithmЧтениеPractice: Analyze an ML System Under AttackDIALOGUEAttack Taxonomy SummaryЧтениеDefense as PreventionЧтениеDefense as a ResponseЧтениеAdversarial Machine Learning and System SecurityЗадание
18Current Challenges in AI Security5 материалов

Lesson 1

Current Challenges in AI Security - Overview VideoВидеоIntroductionЧтениеImpact on Individual PrivacyЧтениеTools and TechnologiesЧтениеResponsible AI and Ethical ConsiderationsЗадание
19Summary3 материалов

Lesson 1

Summary - Overview VideoВидеоSummary - The ReadingЧтениеAI and Cybersecurity FundamentalsЗадание