IT SECURITY

★★★★★

(2,095 ratings) 50,000+ Student

AI FOR CYBER SECURITY

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

Radical Technologies

50,000+ English 45 hours Weekdays / Weekends Classroom / Online / Corporate

Online / Classroom

IT Training Programme

Duration 45 hours

Batch Type Weekdays / Weekends

Mode of Training Classroom / Online / Corporate

Locations Pune, Bangalore, Kochi

Language English

Certification Globally Recognized

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100% placement assistance

What you'll learn

Understand core concepts and architecture from the ground up

Get hands-on with the tools used by working professionals

Build real-world projects you can add to your portfolio

Learn industry best practices and coding standards

Practice with real datasets and real-world scenarios

Prepare for certification and technical interviews

Work on collaborative, team-based exercises

Apply performance tuning and optimization techniques

Understand how the technology fits into a larger ecosystem

Complete assignments reviewed by mentors

Programme Overview

17 sections covering the complete curriculum — a single, progressive learning arc.

45 hours

Training Duration

Core Modules

Total Lessons

4.4★

Average Rating

50K+

Students Trained

Foundations & Core Concepts

Get hands-on with the fundamentals and architecture — the building blocks for everything that follows.

Fundamentals Architecture Setup

Hands-On Practical Training

Work through real exercises and assignments designed to mirror what you will do on the job.

Practicals Assignments Labs

Real-World Projects

Apply what you have learned to end-to-end projects that go straight into your portfolio.

Projects Portfolio Case Studies

Advanced Techniques

Go beyond the basics with advanced concepts, integrations and production-grade practices.

Advanced Integration Best Practices

Ecosystem Integration

Understand how this technology connects with the broader tools and platforms used in the industry.

Ecosystem Tools Platforms

Performance & Interview Prep

Master optimization techniques and prepare for the technical interview questions employers actually ask.

Optimization Interview Prep Certification

Who is this programme for?

Whether you're already writing code, working with data, or supporting applications today — this programme is built to take you into a IT SECURITY role.

Software Developers

Engineers who want to add this skill set to their toolkit

Analysts & Consultants

Professionals moving into a more technical, hands-on role

IT Professionals

System admins and support engineers upskilling into a new domain

Fresh Graduates

CS/IT graduates aiming for a job-ready technical role

Course Curriculum

17 sections • 88 lessons • 45 hours

Jump to Section

Total Duration

45 hours

100% Practical · Unlimited Doubt Sessions

01 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

02 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

03 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

04 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

05 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

06 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.

07 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

08 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

09 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

10 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

11 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.

12 Module 12: Incident Handling & Blue Team Ops

Topics

AI-assisted IR workflow

Root cause analysis

Threat hunting using ML

Reporting & compliance

13 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

14 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

15 TOOLS & TECHNOLOGIES

Python, Pandas, Scikit-learn

TensorFlow / PyTorch (intro)

ELK / SIEM concepts

Wireshark, Zeek

MITRE ATT&CK

GenAI / LLM APIs

16 JOB ROLES PREPARED FOR

AI Security Engineer

SOC Analyst (AI-Driven)

Threat Detection Engineer

Cyber Security Data Scientist

17 CERTIFICATION ALIGNMENT

CompTIA Security+ (AI concepts)

CEH (AI use cases)

CISSP (future-ready domains)

AI Security specializations

Tools & Technologies

Every tool listed here is installed, configured and used in a hands-on lab session.

Core Tools

Hands-On Labs

Practical Environment

Industry-Standard Tools

Real-World Setup

Guided Exercises

Skill Building

Sample Datasets

Practice Material

Practice & Projects

Mini Projects

Applied Practice

Assignments

Mentor Reviewed

Doubt Sessions

Live Support

Career Readiness

Resume Building

Career Support

Mock Interviews

Interview Prep

Certification Prep

Global Recognition

Deployment & Delivery

Production Practices

Real-World Ready

Best Practices

Industry Standards

88+

Hands-On Lessons

Core Modules

45 hours

Training Duration

100%

Practical Training

You don't just learn AI FOR CYBER SECURITY. You ship it.

Three major projects, each mirroring how production teams actually work — from guided foundations to a portfolio-ready capstone.

PROJECT // 01

Guided Foundation Project

→Requirement Analysis

→Guided Implementation

→Mentor Review

→Iteration

Foundation Beginner

Apply the fundamentals in a structured, mentor-reviewed project

Take the core concepts from the first half of the curriculum and apply them to a realistic scenario, with guidance and feedback from your mentor at every step.

Structured project brief

Step-by-step implementation

Mentor feedback and review

Documented outcome

Stack Core Concepts Best Practices

PROJECT // 02

Applied Practice Project

→Scenario Design

→Independent Build

→Testing & Validation

→Peer Review

Applied Intermediate

Build a more independent project mirroring real production scenarios

Work through a project that combines multiple concepts from the curriculum, closer to how work is actually structured on the job — less hand-holding, more ownership.

End-to-end implementation

Testing and validation

Documentation

Peer/mentor review

Stack Applied Skills Testing

PROJECT // 03

Capstone Project

→Planning

→End-to-End Build

→Review & Refinement

→Presentation

Capstone Advanced

Take a project from requirements to a polished, portfolio-ready deliverable

Your final project — plan, build, test and present a complete solution using everything covered in the curriculum, reviewed by mentors before you graduate.

Complete working solution

Presentation-ready documentation

Mentor sign-off

Portfolio-ready deliverable

Stack Full Curriculum Portfolio

All 3 projects go directly into your portfolio & resume — reviewed by mentors before you graduate.

See Sample Project Reports

Upcoming Batches

No upcoming batches scheduled right now. Enquire to get notified.

Why Radical Technologies

Live Online Training

Highly practical oriented training
Installation support on your system
24/7 Email and Phone support
100% Placement Assistance
Global Certification Preparation
Trainer-Student Interactive Portal
Assignments and Projects by Mentors

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Live Classroom Training

Weekend / Weekdays / Morning / Evening batches
80:20 Practical and Theory ratio
Real-life Case Studies
Easy make-up for missed sessions
PSI | Kryterion | Redhat Test Centers
Lifetime Video Classroom Access (coming soon)
Resume Prep and Mock Interviews

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Self-Paced Training

Learn 300+ courses at your own time
50,000+ Satisfied Learners
Course Completion Certificate
Practical Labs available
Mentor Support available
Doubt Clearing Session available
10% Discounted Global Certification

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Global Certification

Radical Technologies is the leading IT certification institute in Pune, offering globally recognized certifications across various domains. With expert trainers and comprehensive materials, we ensure students gain in-depth knowledge and hands-on experience to excel in their careers. Our certification programs are tailored to meet industry standards — from cloud technologies to data science — empowering individuals to stay ahead in the ever-evolving tech landscape.

Career Services

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 personalised 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.