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Course Outline
AI-Enhanced Threat Detection Techniques
- Advanced supervised and unsupervised machine learning models
- Real-time anomaly detection using AI
- Implementing AI-driven threat hunting techniques
Building Custom AI Models for Cybersecurity
- Developing models tailored to specific security needs
- Feature engineering for cybersecurity data
- Training and validating models with cybersecurity datasets
Incident Response Automation with AI
- AI-based playbooks for automated response
- Integrating AI with SOAR platforms for enhanced automation
- Reducing response time with AI-driven decision-making
Advanced Deep Learning for Cyber Threat Analysis
- Neural networks for detecting complex malware
- Using deep learning for advanced persistent threat (APT) detection
- Case studies on deep learning in threat analysis
Adversarial Machine Learning in Cybersecurity
- Understanding and defending against adversarial attacks on AI models
- Implementing robustness techniques for AI security models
- Securing AI algorithms in dynamic threat landscapes
Integration of AI with Existing Cybersecurity Infrastructure
- Connecting AI models with SIEM and threat intelligence platforms
- Optimizing AI performance within cybersecurity workflows
- Scalable deployment of AI-driven security measures
Threat Intelligence with AI and Big Data
- Leveraging AI to analyze large-scale threat data
- Real-time threat intelligence gathering and analysis
- Using AI to predict and prevent future cyber threats
Summary and Next Steps
Requirements
- Solid understanding of cybersecurity frameworks and threat detection
- Experience with machine learning and AI applications in security
- Familiarity with scripting and automation in security environments
Audience
- Intermediate to advanced cybersecurity professionals
- Security operations center (SOC) analysts
- Threat hunters and incident response teams
28 Hours
Testimonials (3)
The trainer was very knowledgable and took time to give a very good insight into cyber security issues. A lot of these examples could be used or modified for our learners and create some very engaging lesson activities.
Jenna - Merthyr College
Course - Fundamentals of Corporate Cyber Warfare
Pentester skills what demonstrate teacher
Oleksii Adamovych - EY GLOBAL SERVICES (POLAND) SP Z O O
Course - Ethical Hacker
The instructor has a very wide range of knowledge and is committed to what he does. He is able to interest the listener with his course. The scope of the training fully met my expectations.
