3.1 Introduction3.2 The Evolving Landscape of Malware Threats3.3 The Role of Deep Learning and AI in Enhancing Cybersecurity3.4 Deep Learning Models for Malware Analysis3.5 AI Techniques in Malware Analysis3.6 Challenges and Limitations in Malware Family Classification3.7 Future DirectionsReferences