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Network Anomaly Detection Handbook: A Practical Guide for Securing Networks Using AI-Powered Techniques - Softcover
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Inhaltsangabe
This book will take you on a journey from the basics of network packet analysis to the advanced implementation of AI-powered anomaly detection. Starting with the foundational concepts, including packet composition, packet analysis tools, and the importance of this analysis in improving security. You will delve into the principles and tools of anomaly detection using traditional and AI methods, providing a thorough understanding of how these techniques can be applied to identify malicious behavior in network traffic.
In this book, you'll discover:
- Foundations of Anomaly Detection: Understanding the basics of anomaly detection and its role in network security.
- AI vs. Rule-Based Methods: A deep dive into the strengths and weaknesses of traditional rule-based methods compared to modern AI-driven approaches.
- Practical Implementation: Step-by-step guides to building your own Malicious Packet Analyzer (MPA) tool using AI.
- Advanced Topics: Insights into the future of anomaly detection, including the integration of big data, machine learning, federated learning, and quantum computing.
- Case Studies and Examples: Real-world scenarios demonstrating the effectiveness of different anomaly detection techniques.
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