AI for Cybersecurity: Build 20+ Projects (ISC² cert Aligned)

AI+网络安全：20+实战项目助力ISC²认证

2025年最新课程，从零基础学Python与机器学习，打造威胁检测、入侵防御等20+黑客攻防项目，对接ISC²认证，助你成为AI网络安全专家。

Published 10/2025
Created by Vulnsec Academy
MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
Level: All | Genre: eLearning | Language: English | Duration: 151 Lectures ( 9h 40m) | Size: 2.53 GB

Learn Cybersecurity with AI & Machine Learning. Create Python Ethical Hacking projects, Penetration Testing and SOC

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.

Description
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.