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This book presents AI-driven approaches for combating spam, phishing, and malware in email systems. It reviews classical techniques, identifies their limitations, and introduces two novel frameworks—FLIDA and G-SFO with adaptive capsule networks. It also highlights the role of quantum machine learning in enabling scalable and resilient email security.Key Features:Concise review of classical and AI-based spam detection.Innovative frameworks: FLIDA and G-SFO–ACapsNet.Insights into quantum paradigms for cybersecurity.Empirical evaluations and comparative performance analyses.Open research issues and future perspectives.This is a valuable resource for researchers, postgraduate students, and professionals in cybersecurity, AI, and data science, as well as industry practitioners and policymakers working on secure communication technologies.