Ghaida Mubarak
Cybersecurity Engineer
General Authority of Foreign Trade
Ghaida Mubarak is a cybersecurity professional focused on designing and leading enterprise-wide security programs. experience managing security implementation, risk assessments, and aligning security operations with organisational goals.
Speaker sessions
Cybersecurity and Digital Forensic
This session introduces a deep learning-based forensic framework designed to analyze memory artifacts from Linux operating systems. The framework addresses the limitations of traditional manual memory forensics by automating the entire process — from memory collection to malware detection — using advanced techniques like memory deduplication, visual transformation of memory dumps into RGB images, and classification with ResNet-50 neural networks. A custom-built dataset of Linux memory dumps is also presented, supporting accurate malware detection with a 98.75% detection rate and 89% classification accuracy. The session also highlights critical considerations around data privacy, model interpretability, and future opportunities for real-time memory analysis.
- 17:40
- Tue
- 02 Dec
Stage:
Briefings 2
Sessions Type:
Presentation