Course Code: aicybersecurity
Duration: 21 hours
Prerequisites:
  • Basic understanding of cybersecurity principles
  • Experience with AI and machine learning concepts
  • Familiarity with network and system security

Audience

  • Cybersecurity professionals
  • IT security analysts
  • Network administrators
Overview:

AI-Powered Cybersecurity combines artificial intelligence with cybersecurity to enhance threat detection, response, and prevention. This course explores AI techniques in identifying and mitigating cyber threats, equipping participants with hands-on skills in implementing AI-driven security measures.

This instructor-led, live training (online or onsite) is aimed at beginner-level cybersecurity professionals who wish to learn how to leverage AI for improved threat detection and response capabilities.

By the end of this training, participants will be able to:

  • Understand AI applications in cybersecurity.
  • Implement AI algorithms for threat detection.
  • Automate incident response with AI tools.
  • Integrate AI into existing cybersecurity infrastructure.

Format of the Course

  • Interactive lecture and discussion.
  • Lots of exercises and practice.
  • Hands-on implementation in a live-lab environment.

Course Customization Options

  • To request a customized training for this course, please contact us to arrange.
Course Outline:

Introduction to AI in Cybersecurity

  • Overview of AI in threat detection
  • AI vs. traditional cybersecurity methods
  • Current trends in AI-powered cybersecurity

Machine Learning for Threat Detection

  • Supervised and unsupervised learning techniques
  • Building predictive models for anomaly detection
  • Data preprocessing and feature extraction

Natural Language Processing (NLP) in Cybersecurity

  • Using NLP for phishing detection and email analysis
  • Text analysis for threat intelligence
  • Case studies of NLP applications in cybersecurity

Automating Incident Response with AI

  • AI-driven decision-making for incident response
  • Building response automation workflows
  • Integrating AI with SIEM tools for real-time action

Deep Learning for Advanced Threat Detection

  • Neural networks for identifying complex threats
  • Implementing deep learning models for malware analysis
  • Using AI to combat advanced persistent threats (APTs)

Securing AI Models in Cybersecurity

  • Understanding adversarial attacks on AI systems
  • Defense strategies for AI-driven security tools
  • Ensuring data privacy and model integrity

Integration of AI with Cybersecurity Tools

  • Integrating AI into existing cybersecurity frameworks
  • AI-based threat intelligence and monitoring
  • Optimizing performance of AI-powered tools

Summary and Next Steps

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