Course Outline
Introduction to AI in Cybersecurity
- Current landscape of cyber threats
 - AI use cases in cybersecurity
 - Overview of machine learning and deep learning techniques
 
Data Collection and Preprocessing
- Sources of security data: logs, alerts, and network traffic
 - Data labeling and normalization
 - Handling imbalanced datasets
 
Threat Detection and Anomaly Identification
- Supervised vs. unsupervised learning
 - Building classification models for intrusion detection
 - Clustering techniques for anomaly detection
 
Security Process Automation with AI
- AI for automating threat intelligence analysis
 - Security Orchestration, Automation, and Response (SOAR) platforms
 - Case study: Automating phishing detection and response
 
Predictive Analytics for Cybersecurity
- Forecasting attack trends using time-series models
 - Using natural language processing (NLP) on threat reports
 - Building a threat prediction pipeline
 
Incident Response with Intelligent Systems
- Building an AI-powered incident response framework
 - Real-time response decision-making
 - Integration with SIEM and threat intelligence platforms
 
AI Tools and Frameworks for Cybersecurity
- Open-source tools and libraries (e.g., Scikit-learn, TensorFlow, Keras)
 - Platforms for security analytics and automation
 - Deployment considerations
 
Ethical and Operational Considerations
- Bias and fairness in AI models
 - Regulations and compliance
 - Transparency and explainability
 
Final Project: AI-Powered Cybersecurity Solution
- Design and implement an AI-driven solution for a real-world cybersecurity problem
 - Collaborative problem-solving and solution development
 - Presentation and feedback
 
Summary and Next Steps
Requirements
- An understanding of basic cybersecurity concepts
 - Experience with programming or scripting (e.g., Python)
 - Familiarity with machine learning fundamentals
 
Audience
- Cybersecurity analysts and engineers
 - AI and data science professionals interested in cybersecurity applications
 - Security architects and IT managers
 
Testimonials (5)
Explaining in detail regarding RHDS.
Murat Kumburlu - Westpac Banking Corporation
Course - 389 Directory Server for Administrators
I learned a lot and gained knowledge can use at my work!
Artur - Akademia Lomzynska
Course - Active Directory for Admins
General course information
Paulo Gouveia - EID
Course - C/C++ Secure Coding
Trainer willing to answer questions and give bunch of examples for us to learn.
Eldrick Ricamara - Human Edge Software Philippines, Inc. (part of Tribal Group)
Course - Security Testing
It opens up a lot and gives lots of insight what security