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Automating Cybersecurity Operations with AI · LearnSpace
Назад в каталог
courseraIT и технологии

Automating Cybersecurity Operations with AI

Курс от STARWEAVER
Средний≈ 11 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Transform cybersecurity operations with AI-driven automation. In this hands-on course, cybersecurity professionals learn how to use Python, machine learning, and large language models (LLMs) such as ChatGPT and Claude to automate threat detection, alert triage, incident response, and security operations center (SOC) workflows. Through real-world coding exercises and security datasets, you will build automated phishing detection systems, network anomaly detection models, threat intelligence enrichment pipelines, and AI-assisted investigation tools. You'll also learn how to integrate security APIs, develop automated response playbooks, implement Retrieval-Augmented Generation (RAG) for security knowledge management, and design production-ready security automation architectures. This course helps you understand how AI is used in cybersecurity to reduce manual workload and accelerate response. By the end of the course, you will have created a complete AI-powered SOC platform that combines detection, investigation, response, and analyst assistance into a unified workflow. Whether you're a SOC analyst, security engineer, or cybersecurity professional, you'll gain practical skills in AI cybersecurity automation, Python security scripting, SOAR workflows, incident response automation, and AI-powered threat analysis that can be applied immediately in modern security environments.

Навыки, которые вы освоите

Security AwarenessChatGPTAPI DesignApplication Programming Interface (API)Prompt EngineeringPython ProgrammingIncident ManagementNetwork Analysis

Программа курса

4 модулей · 74 учебных материалов

01Foundations of AI-Driven Security Operations20 материалов

Lesson 1: Foundations of AI-Driven Security Operations

Building the Case for AI-Driven Security OperationsDIALOGUEIntro Video to Course ВидеоWelcome to the Course: Course OverviewЧтениеModule Introduction Видео

Учитесь у экспертов

Aseem Singhal

Algo Trader | Founder at Unfluke | Content at Groww

Starweaver

Global Leaders in Professional & Technology Education

Automating Cybersecurity Operations with AI
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Инвестируйте в себя

Новые знания — в удобное для вас время.

Начать на Coursera

Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 11 ч

4 модулей

Язык: Английский

Часть программы вашего университета
The Modern SOC Crisis: Alert Fatigue and Resource Gaps Видео
AI as the Force Multiplier: Transforming Security Operations Видео
Hands-On: Manual vs. AI-Automated Alert Analysis Видео
Recognizing Alert Fatigue in Your Own EnvironmentОбсуждение

Lesson 2: AI Models in Cybersecurity - What You Need to Know

Demystifying AI: ML vs. DL vs. LLMs for Security Practitioners ВидеоAI Model Types in Security Operations: Detection, Classification, and NLP ВидеоHands-On: Building Your First Anomaly Detector with Python and AI ВидеоMatching AI Approaches to Real Security ProblemsОбсуждение

Lesson 3: Building Your AI-Powered Security Toolkit

Setting Up Your Security Automation Environment ВидеоConnecting to AI APIs: ChatGPT and Claude Integration ВидеоHands-On: Your First AI Security Pipeline ВидеоSecurity Orchestration, Automation and Response (SOAR) Explained ЧтениеOvercoming Barriers to AI Integration in Your OrganizationОбсуждениеHands-On-Learning: AI-Powered Firewall Alert AnalyzerВзаимная проверкаProposing AI Automation to Your SOC Manager: Building the Business Case for AI-Powered Phishing Detection DIALOGUEFoundations of AI-Driven Security OperationsЗадание
02AI-Powered Threat Detection and Analysis18 материалов

Lesson 1: Automated Phishing Detection with AI

Evaluating an Emerging Cyber Threat CampaignDIALOGUEModule Introduction ВидеоAnatomy of Phishing Attacks: What Makes Them Work ВидеоBuilding Blocks of AI Phishing Detection Systems ВидеоHands-On: Building a Complete Phishing Detector with Python and AI ВидеоEvaluating Phishing Risk in Your Own OrganizationОбсуждение

Lesson 2: Network Anomaly Detection with Machine Learning

Understanding Network Logs and Security Anomalies ВидеоMachine Learning for Anomaly Detection: Algorithms and Approaches ВидеоHands-On: Building a Network Anomaly Detection System ВидеоApplying Anomaly Detection to Your Network EnvironmentОбсуждение

Lesson 3: Malware Analysis and IOC Extraction Automation

Indicators of Compromise: The Language of Threat Intelligence ВидеоMalware Classification and Threat Intelligence APIs ВидеоHands-On: Automated IOC Extraction and Threat Intelligence Generation ВидеоMITRE ATT&CK Framework: Understanding Adversary Tactics and Techniques ЧтениеTransforming Threat Intelligence from Manual to AutomatedОбсуждениеHands-On-Learning: Multi-Source Threat Detection SystemВзаимная проверка
03Automating Incident Response Workflows16 материалов

Lesson 1: AI-Assisted Alert Triage and Prioritization

Managing a High-Priority Security IncidentDIALOGUEModule Introduction ВидеоThe Alert Triage Challenge: From Noise to Signal ВидеоBuilding Intelligent Triage Systems: Enrichment and Scoring ВидеоHands-On: Building an AI-Powered Alert Triage System ВидеоRethinking How Your Team Prioritizes AlertsОбсуждение

Lesson 2: Automated Investigation and Evidence Collection

The Art of Security Investigation: From Alert to Attack Story ВидеоLog Correlation and Timeline Reconstruction Techniques ВидеоHands-On: Building an Automated Investigation Engine Видео

Lesson 3: Orchestrating Automated Response Actions

Response Automation and SOAR: Speed vs. Safety ВидеоAPI-Driven Response: Integrating Security Tools ВидеоHands-On: Building an Automated Incident Response Playbook ВидеоComputer Security Incident Handling Guide ЧтениеHands-On-Learning: Automated Incident Response SystemВзаимная проверка2 AM Production Incident: Briefing Your Security Lead on Automated Investigation Findings DIALOGUE
04Production-Ready AI Security Automation20 материалов

Lesson 1: Building AI-Powered Security Playbooks with RAG

Preparing an AI-Powered SOC for Production DeploymentDIALOGUEModule Introduction ВидеоFrom Static SOPs to Dynamic AI Playbooks ВидеоUnderstanding RAG: How AI Accesses Your Security Knowledge ВидеоHands-On: Building a Security Analyst AI Assistant with RAG ВидеоAssessing the Quality of Your Organization's Security DocumentationОбсуждение

Lesson 2: End-to-End Autonomous Security Pipelines

Event-Driven Security Architecture: From Reactive to Proactive ВидеоWorkflow Orchestration and Human-in-the-Loop Decision Making ВидеоHands-On: Building a Production-Ready Phishing Response Pipeline ВидеоMoving from Manual Triggers to Continuous Security AutomationОбсуждение

Lesson 3: Defending Against AI Threats and Future-Proofing

The Adversarial AI Threat Landscape: How Attackers Weaponize AI ВидеоDefensive AI: Hardening Models and Detecting AI-Generated Threats ВидеоHands-On: Adversarial Testing and the Future of AI Security ВидеоRetrieval-Augmented Generation for Knowledge-Intensive NLP Tasks ЧтениеPreparing Your Defenses for AI-Powered AttacksОбсуждениеHands-On-Learning: AI Security Operations Center PlatformВзаимная проверка
Phishing Campaign Triage: Briefing Your Team Lead on AI-assisted Threat Analysis DIALOGUE
AI-Powered Threat Detection and AnalysisЗадание
Automating Incident Response WorkflowsЗадание
Adversarial AI Evasion Postmortem: Presenting Platform Hardening Measures to the Security Architecture BoardDIALOGUE
Project: AI-Powered SOC PlatformВзаимная проверка
Production-Ready AI Security AutomationЗадание
Course Wrap-UpВидео