AI for Cybersecurity: Build 20+ Projects

这是一门名为《AI for Cybersecurity: Build 20+ Projects》的综合性实践课程，旨在将网络安全、Python编程与人工智能技术相结合，以应对现代安全挑战。课程与ISC²认证知识体系对齐，通过20多个引导项目，帮助学习者从零基础掌握核心网络安全原理、Python编程基础及机器学习技术，并应用于入侵检测、网络钓鱼分析、渗透测试和SOC运营等实际场景。课程强调理论与实践并重，包含分步编码、实验和测验，适合网络安全学生、SOC分析师、渗透测试人员及Python学习者，无需编程经验即可参加，最终使学习者具备构建和部署智能网络安全解决方案的能力。

由 Vulnsec Academy
MP4 创建 | 视频：h264，1280×720 | 音频：AAC，44.1 KHz，2 声道
级别：全部 | 类型：电子学习 | 语言：英语 | 时长：151 讲（9 小时 40 分钟）| 大小：2.53 GB

AI for Cybersecurity: Build 20+ Projects (ISC² cert Aligned)。Learn Cybersecurity with AI & Machine Learning. Create Python Ethical Hacking projects, Penetration Testing and SOC。AI for Cybersecurity: Build 20+ Projects (ISC² Cert Aligned) is a comprehensive, hands-on course that combines cybersecurity, Python programming, and artificial intelligence to prepare learners for modern security challenges.The course focuses on developing practical skills through real projects, covering everything from fundamental security principles to building intelligent detection systems powered by machine learning. Each section is structured to ensure learners not only understand theory but also apply it through guided, real-world exercises.What You Will LearnCore cybersecurity principles and terminology, including the CIA Triad, threat actors, and security controlsPython programming fundamentals for cybersecurity and AI applicationsMachine learning techniques for intrusion detection, phishing analysis, and anomaly detectionBuilding AI-powered cybersecurity tools for penetration testing and SOC operationsUnderstanding and integrating systems such as SIEM, IDS/IPS, and EDRDeveloping data preprocessing and feature engineering pipelines for security datasetsKnowledge aligned with two ISC² cybersecurity certification domainsKey Course FeaturesOver 20 guided projects designed to develop practical, hands-on experienceBalanced coverage of both theory and implementationStep-by-step coding sessions, quizzes, and mini-labs for active learningClear explanations suitable for both beginners and professionalsAlignment with real-world SOC environments and modern cyber defense practicesWho This Course Is ForCybersecurity students looking to expand into AI-driven defenseEthical hackers and penetration testers interested in automationSOC analysts and IT professionals developing advanced detection systemsPython learners exploring cybersecurity applicationsAnyone preparing for ISC²-aligned cybersecurity certificationsUpon completion, learners will have the technical knowledge and applied experience to build, test, and deploy intelligent cybersecurity solutions. This course provides a complete path from foundational security understanding to advanced AI-based threat detection, preparing students for professional roles in modern security environments.

What you’ll learn
Cybersecurity fundamentals & terminology
Python programming
Python programming for cybersecurity
Machine learning essentials
Threat detection models
Phishing and malware classifiers
AI-driven intrusion detection
Data preprocessing & feature engineering
SIEM and IDS integration
Hands-on labs & coding projects
ISC² certifications alignment
AI models Attacks

Requirements
No prior programming experience required — Python basics are included in the course.
Basic understanding of computers and networks is helpful but not mandatory.
A computer (Windows, macOS, or Linux) with internet access.
Curiosity to learn how Artificial Intelligence transforms cybersecurity defense.