AI FOR CYBER SECURITY

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The AI for Cyber Security Training Syllabus is a practical, job-focused program that teaches how to apply AI and Machine Learning in real-world cyber-defense scenarios. It covers threat detection, security analytics, and automated incident response. This course is ideal for SOC analysts, security engineers, ethical hackers, and IT professionals aiming to work with AI-driven cybersecurity solutions.

Mode: Hands-on Labs + Live Attack & Defense Scenarios
Target Roles:
SOC Analyst (L1 / L2 / L3)
Cyber Security Engineer
Threat Hunter
Blue Team / Purple Team Engineer
AI-Driven Security Analyst
Duration of Training : 40–50 Hours
Batch type : Weekdays/Weekends
Mode of Training : Classroom/Online/Corporate Training
Detailed Syllabus • Hands-on Labs • Assignments • Support-Focused • Implementation

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Overview

The Syllabus

Curriculum Designed by Experts

Module 1: Cyber Security + AI Foundations

Topics
Why AI is critical in cyber security
AI vs traditional security tools
ML vs DL vs GenAI in security
Attack lifecycle & MITRE ATT&CK
Data types in cyber security
Assignment
Map AI use cases to cyber attack stages

Module 2: Python & Data for Cyber Security

Topics
Python for security analytics
Log parsing & normalization
Feature engineering for security data
Handling noisy & imbalanced datasets
Hands-On
Parse firewall & SIEM logs using Python

Module 3: Machine Learning for Threat Detection

Topics
Supervised vs unsupervised learning
Anomaly detection techniques
Classification of malicious activity
Model evaluation for security use cases
Labs
Detect malicious login attempts
Build brute-force detection model

Module 4: AI-Driven Malware Detection

Topics
Static vs dynamic malware analysis
Feature extraction from binaries
ML-based malware classifiers
Evasion techniques & countermeasures
Project
Build AI-based malware detection system

Module 5: Network Intrusion Detection with AI

Topics
AI-powered IDS/IPS
Flow-based trafic analysis
Deep learning for network threats
Encrypted trafic challenges
Hands-On
Build ML-based IDS using real datasets

Module 6: AI for SOC & SIEM Automation

Topics
AI-assisted alert triage
False positive reduction
UEBA (User Entity Behavior Analytics)
SOAR integration
Scenario
SOC flooded with alerts — automate prioritization.

Module 7: AI for Phishing & Fraud Detection

Topics
NLP for email analysis
Phishing URL detection
Financial fraud detection models
Behavioral analytics
Project
Phishing detection using NLP & ML

Module 8: GenAI for Cyber Security

Topics
LLMs for threat intelligence
AI-assisted incident response
Attack simulation using AI
Secure use of GenAI in enterprises
Hands-On
Build AI chatbot for SOC assistance

Module 9: Threat Intelligence & AI

Topics
AI-driven threat intel enrichment
IOC correlation
Dark web monitoring concepts
Predictive threat modeling
Assignment
Build AI-based threat scoring system

Module 10: Cloud & Endpoint Security with AI

Topics
AI in cloud security posture management
EDR/XDR analytics
Container & Kubernetes security (AI view)
Zero Trust with AI

Module 11: Model Deployment, Ethics & Security

Topics
Deploying ML models securely
Adversarial ML attacks
AI model poisoning
Ethics & compliance (GDPR, AI Act)
Scenario
Attackers targeting your ML models.

Module 12: Incident Handling & Blue Team Ops

Topics
AI-assisted IR workflow
Root cause analysis
Threat hunting using ML
Reporting & compliance

CAPSTONE PROJECTS (REAL ENTERPRISE)

1⃣ AI-Powered SOC Platform
✔ Log ingestion
✔ Threat detection models
✔ Alert prioritization
✔ Automated response
2⃣ AI-Based Intrusion Detection System
✔ Network trafic analysis
✔ Anomaly detection
✔ Live alerting

REAL-WORLD SKILLS YOU WILL GAIN

✔ Apply AI in real SOC environments
✔ Build ML models for security use cases
✔ Reduce false positives
✔ Automate incident response
✔ Prepare for AI-driven cyber roles

TOOLS & TECHNOLOGIES

Python, Pandas, Scikit-learn
TensorFlow / PyTorch (intro)
ELK / SIEM concepts
Wireshark, Zeek
MITRE ATT&CK
GenAI / LLM APIs

JOB ROLES PREPARED FOR

AI Security Engineer
SOC Analyst (AI-Driven)
Threat Detection Engineer
Cyber Security Data Scientist

CERTIFICATION ALIGNMENT

CompTIA Security+ (AI concepts)
CEH (AI use cases)
CISSP (future-ready domains)
AI Security specializations

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Why Radical Technologies

Live Online Training

Highly practical oriented training

Installation of Software On your System

24/7 Email and Phone Support

100% Placement Assistance until you get placed

Global Certification Preparation

Trainer Student Interactive Portal

Assignments and Projects Guided by Mentors

And Many More Features

Course completion certificate and Global Certifications are part of our all Master Program

Live Classroom Training

Weekend / Weekdays / Morning / Evening Batches

80:20 Practical and Theory Ratio

Real-life Case Studies

Easy Coverup if you missed any sessions

PSI | Kryterion | Redhat Test Centers

Life Time Video Classroom Access ( coming soon )

Resume Preparations and Mock Interviews

And Many More Features

Course completion certificate and Global Certifications are part of our all Master Program

Self Paced Training

Self Paced Learning

Learn 300+ Courses at Your Own Time

50000+ Satisfied Learners

Course Completion Certificate

Practical Labs Available

Mentor Support Available

Doubt Clearing Session Available

Attend Our Virtual Job Fair

10% Discounted Global Certification

Course completion certificate and Global Certifications are part of our all Master Program

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Global Certification

Radical Technologies is the leading IT certification institute in Kochi, offering a wide range of globally recognized certifications across various domains. With expert trainers and comprehensive course materials, it ensures that students gain in-depth knowledge and hands-on experience to excel in their careers. The institute’s certification programs are tailored to meet industry standards, helping professionals enhance their skillsets and boost their career prospects. From cloud technologies to data science, Radical Technologies covers it all, empowering individuals to stay ahead in the ever-evolving tech landscape. Achieve your professional goals with certifications that matter.

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Job Assistance
Interview Preparation
Profile Buliding

At Radical Technologies, we are committed to your success beyond the classroom. Our 100% Job Assistance program ensures that you are not only equipped with industry-relevant skills but also guided through the job placement process. With personalized resume building, interview preparation, and access to our extensive network of hiring partners, we help you take the next step confidently into your IT career. Join us and let your journey to a successful future begin with the right support.

At Radical Technologies, we ensure you’re ready to shine in any interview. Our comprehensive Interview Preparation program includes mock interviews, expert feedback, and tailored coaching sessions to build your confidence. Learn how to effectively communicate your skills, handle technical questions, and make a lasting impression on potential employers. With our guidance, you’ll walk into your interviews prepared and poised for success.

At Radical Technologies, we believe that a strong professional profile is key to standing out in the competitive IT industry. Our Profile Building services are designed to highlight your unique skills and experiences, crafting a resume and LinkedIn profile that resonate with employers. From tailored advice on showcasing your strengths to tips on optimizing your online presence, we provide the tools you need to make a lasting impression. Let us help you build a profile that opens doors to your dream career.

Radical Learning Eco-System

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AI For Cyber Security Course Certification With Training In Kochi

Q: Module 1: Cyber Security + AI Foundations

Topics Why AI is critical in cyber security AI vs traditional security tools ML vs DL vs GenAI in security Attack lifecycle & MITRE ATT&CK Data types in cyber security Assignment Map AI use cases to cyber attack stages

Q: Module 2: Python & Data for Cyber Security

Topics Python for security analytics Log parsing & normalization Feature engineering for security data Handling noisy & imbalanced datasets Hands-On Parse firewall & SIEM logs using Python

Q: Module 3: Machine Learning for Threat Detection

Topics Supervised vs unsupervised learning Anomaly detection techniques Classification of malicious activity Model evaluation for security use cases Labs Detect malicious login attempts Build brute-force detection model

Q: Module 4: AI-Driven Malware Detection

Topics Static vs dynamic malware analysis Feature extraction from binaries ML-based malware classifiers Evasion techniques & countermeasures Project Build AI-based malware detection system

Q: Module 5: Network Intrusion Detection with AI

Topics AI-powered IDS/IPS Flow-based trafic analysis Deep learning for network threats Encrypted trafic challenges Hands-On Build ML-based IDS using real datasets

Q: Module 6: AI for SOC & SIEM Automation

Topics AI-assisted alert triage False positive reduction UEBA (User Entity Behavior Analytics) SOAR integration Scenario SOC flooded with alerts — automate prioritization.

Q: Module 7: AI for Phishing & Fraud Detection

Topics NLP for email analysis Phishing URL detection Financial fraud detection models Behavioral analytics Project Phishing detection using NLP & ML

Q: Module 8: GenAI for Cyber Security

Topics LLMs for threat intelligence AI-assisted incident response Attack simulation using AI Secure use of GenAI in enterprises Hands-On Build AI chatbot for SOC assistance

Q: Module 9: Threat Intelligence & AI

Topics AI-driven threat intel enrichment IOC correlation Dark web monitoring concepts Predictive threat modeling Assignment Build AI-based threat scoring system

Q: Module 10: Cloud & Endpoint Security with AI

Topics AI in cloud security posture management EDR/XDR analytics Container & Kubernetes security (AI view) Zero Trust with AI

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