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Duration 21 hours
Course Outline
Introduction to AI in Cybersecurity
- Overview of AI’s role in threat identification
- Comparing AI with conventional cybersecurity methods
- Emerging trends in AI-enhanced cybersecurity
Machine Learning for Threat Detection
- Supervised and unsupervised learning methodologies
- Developing predictive models for anomaly recognition
- Data preparation and feature extraction processes
Natural Language Processing (NLP) in Cybersecurity
- Leveraging NLP for phishing identification and email scrutiny
- Textual analysis for gathering threat intelligence
- Real-world examples of NLP deployment in security
Automating Incident Response with AI
- AI-assisted decision-making for incident management
- Creating automated response workflows
- Linking AI with SIEM tools for immediate action
Deep Learning for Advanced Threat Detection
- Utilizing neural networks to detect sophisticated threats
- Applying deep learning models for malware examination
- Countering advanced persistent threats (APTs) with AI
Securing AI Models in Cybersecurity
- Understanding adversarial attacks targeting AI systems
- Defensive strategies for AI-based security tools
- Safeguarding data privacy and model integrity
Integrating AI with Cybersecurity Tools
- Embedding AI into established cybersecurity frameworks
- AI-driven threat intelligence and surveillance
- Enhancing the performance of AI-enabled tools
Summary and Future Directions
Requirements
- Foundational knowledge of cybersecurity principles
- Exposure to AI and machine learning fundamentals
- Knowledge of network and system security protocols
Target Audience
- Cybersecurity specialists
- IT security analysts
- Network administrators
Testimonials (2)
Getting people that never used AI some repetition in prompting and people that do use AI to consider different methods to using it.
Matthew Gay - Tarsus Pharmaceuticals
Course - Artificial Intelligence (AI) Overview
It did give me the insight what I needed :) I am starting teaching on a BTEC Level 3 qualification and wanted to widen my knowledge in this area.
