Engineering resilient networks and machine learning defense systems
Designed enterprise routing architectures, packet-level telemetry with Wireshark, and hybrid AI URL threat detection models by Fara Yahya.
Phishing Detection Precision
Hybrid ML & deep learning model evaluating URL threat vectors
Routing & Switching Topologies
Configured OSPF, VLAN segmentation, and multi-area architectures
Threat Surface Hardening
Packet inspection with Wireshark and active directory policy defense
Core proficiencies across infrastructure and security
Hands-on engineering spanning multi-protocol routing architecture, penetration testing workflows, and machine learning threat detection.
Enterprise Network Infrastructure
Designing, configuring, and verifying high-availability routing and switching fabrics with robust segmentation.
Cybersecurity & CTF Operations
Executing ethical reconnaissance, vulnerability discovery, packet trace diagnostics, and defensive hardening.
Machine Learning Security
Applying hybrid machine learning and deep learning models to classify malicious threats and URL attack vectors.
Network Automation & Telemetry
Automating operational workflows, switch provisioning, and real-time infrastructure telemetry collection.
Verified telemetry and system benchmarks
Quantifiable performance milestones across network infrastructure, offensive security labs, and machine learning threat detection.
Network protocols mastered
Enterprise routing, segmentation, and switching implementations tested across multi-vendor simulations.
Hands-on lab simulations
Configuring production-grade topologies in Cisco Packet Tracer, eNSP, GNS3, and Kali Linux testbeds.
CTF challenges conquered
System exploitation, privilege escalation, and cryptographic decodes across Roboneo CTF, HTB, and TryHackMe.
Phishing detection accuracy
Hybrid Deep Learning and Machine Learning classification benchmark evaluating real-world malicious URLs.
Featured technical initiatives
Verified network engineering architectures and machine learning security systems built with rigorous telemetry and testing standards.
Hybrid ML/DL URL phishing detection system
A dual-tier classification pipeline synthesizing lexical heuristics and deep sequence embeddings to intercept zero-day phishing infrastructure before DNS resolution.
- Lexical feature extraction and heuristic vectorization
- Hybrid CNN-LSTM neural layers for character sequence modeling
- Real-time scoring engine evaluated across balanced datasets
- Feature engineering resilient to obfuscated URL strings
Model Accuracy
Standard test validation
Inference Latency
Per-request processing
false Positive Rate
Empirical benchmark
Enterprise multi-site network & OSPF backbone
A high-availability enterprise campus network design featuring redundant multi-area routing, segment-isolated VLANs, and perimeter firewall security policies.
- Multi-area OSPF routing hierarchy with automated failover paths
- Inter-VLAN routing with granular 802.1Q sub-interface segmentation
- Stateful access control lists and edge NAT/DHCP configuration
- Deep packet inspection workflows validating baseline latency
Failover Recovery
Zero packet loss
Backbone Capacity
Aggregated trunk links
Security Baseline
ACL & hardening verified
Competitions and practical training
Hands-on penetration testing, exploit verification, and offensive security workshops under timed evaluation conditions.
Gained root privilege across Linux targets through binary exploitation, web injection, and automated post-exploitation hardening.
Broke classical and modern cryptographic schemes, identifying key exchange vulnerabilities and algorithm weaknesses under strict time limits.
Completed intensive hands-on offensive training sponsored by Yayasan Peneraju, covering reconnaissance pipelines and threat mitigation.
Official accreditation and university lab validation
Faculty of Computing and Informatics, Universiti Malaysia Sabah
Let's engineer resilient systems together
Available for enterprise network architecture, security operations, and collaborative cybersecurity research. Let's connect to discuss infrastructure goals or technical challenges.
Full-time engineering roles
Enterprise routing, LAN/WAN architecture, SecOps, and firewall infrastructure hardening.
Research collaboration
Machine learning threat detection, phishing classifiers, and packet-level telemetry.
Technical mentorship & exchange
Protocol architecture, CTF challenges, and practical laboratory environment design.