AI in Cyber Security- Hands-On SOC automation

Last updated on September 24, 2025 7:52 pm
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Description

What you’ll learn

  • Understand AI Applications in Security Operations
  • Analyze and Detect Threats Using AI Tools
  • Implement AI-Powered Security Automation
  • Build and Evaluate Machine Learning Models for Cybersecurity
  • Integrate AI into SOC Operations & Compliance

Unlock the power of Artificial Intelligence in Cyber Security.
This course takes you from the foundations of AI and machine learning to building hands-on threat detection models, applying AI to real-world SOC operations, and preparing for the future of AI-driven defense.

With step-by-step labs, real datasets, case studies, and practical workflows, you’ll learn not just theory but how to implement AI in your own security environment.

What You’ll Learn

  • Understand the core AI & ML concepts used in cyber defense

  • Apply machine learning for intrusion detection and anomaly detection

  • Build and evaluate deep learning models for zero-day attack detection

  • Use AI for log analytics, CTI, and SOC workflows

  • Explore adversarial AI risks and defenses

  • Develop a full end-to-end threat detection pipeline

  • Integrate AI with SOC tools like Splunk, Sentinel, and n8n

  • Analyze industry case studies (Google, Microsoft, startups)

  • Anticipate the future of AI in security: SOC automation, federated learning, quantum security, and ethical challenges

Hands-On Labs Include

  • Building intrusion detection with ML models

  • Deep learning for anomaly detection (autoencoders)

  • NLP for phishing email detection

  • Malware classification using ML features

  • Fraud detection with anomaly detection models

  • End-to-end threat detection pipeline with deployment simulation

  • SOC automation preview with n8n playbooks

Who This Course Is For

  • Cybersecurity professionals who want to add AI/ML skills to their toolkit

  • SOC analysts & engineers looking to automate detection & response

  • Data scientists & ML engineers exploring applications in cybersecurity

  • Students & career changers interested in AI-driven cyber defense

Who this course is for:

  • Aspiring Cybersecurity Professionals – Students or beginners who want to break into the cybersecurity field with cutting-edge AI skills.
  • SOC Analysts & IT Security Teams – Professionals looking to enhance their threat detection, incident response, and log analysis capabilities with AI-driven tools.
  • Data Science & AI Enthusiasts – Learners curious about applying machine learning to real-world security problems.
  • IT Administrators & Network Engineers – Those who want to automate monitoring, anomaly detection, and compliance tasks.
  • Business & Technology Leaders – Managers and decision-makers who need to understand how AI can optimize security operations and reduce risks.

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