Professional Timeline

Pursuing CCNP Enterprise and ENAUTO certifications to formalize expertise in enterprise networking and automation. Focus on advanced routing, SD-WAN, and network programmability.

Completed MSc/Graduate Diploma in Electronic & Computer Technology (IoT) from Dublin. Capstone project: Arcane Guard—AI-driven security system for IoT networks using ML/DL detection with real-time processing pipeline.

Delivered cost driver modeling system for AI infrastructure client. Identified $120K annual savings through GPU right-sizing and network optimization. Implemented FinOps practices and automated cost attribution.

Started NVIDIA AI Infrastructure certification program. Focus areas: GPU architecture, CUDA optimization, InfiniBand networking, and AI workload orchestration.

Built chaos engineering platform for systematic failure injection testing. Reduced average incident resolution time from 4 hours to 45 minutes through documented failure patterns and automated playbooks.

Deployed ML-based anomaly detection system for AI workload traffic. Reduced false positives by 75% while maintaining 95% threat detection precision. Integrated with Zeek and Suricata for real-time analysis.

Designed resilient edge inference architecture for constrained networks. Implemented adaptive model caching and graceful degradation. Achieved 99.5% uptime despite 40% packet loss scenarios.

Launched multi-layer observability pipeline correlating GPU utilization, network throughput, and workload characteristics. Reduced MTTR by 60% through automated metric correlation and root cause analysis.

Developed AI-aware network traffic optimization system. Built traffic simulation engine analyzing GPU communication patterns and predicting congestion points. Reduced tail latency by 35% during peak training periods.

Specialized coursework in IoT security, network protocols, and machine learning for embedded systems. Research focus on AI-driven threat detection in resource-constrained environments.

Started independent infrastructure consulting practice. Focus on AI-ready networking, observability systems, and failure analysis. Project-based work under NDA with emphasis on automation and cost optimization.

Enrolled in MSc/Graduate Diploma program for Electronic & Computer Technology (IoT) in Dublin. Focus on network security, embedded systems, and machine learning applications.

Completed role as Security Network Engineer at Wipro. Key achievements: automated network validation workflows reducing manual effort by 70%, improved incident response times, delivered zero-downtime migrations for critical services.

Led hybrid cloud networking initiative connecting on-premises data centers with AWS VPCs. Implemented IPSec tunnels, BGP routing, and firewall policy enforcement. Reduced cross-cloud latency by 40%.

Joined Wipro as Security Network Engineer. Responsibilities: enterprise L2/L3 network operations (BGP, OSPF, SD-WAN, VPNs), incident response, automation workflows (Python, Terraform, PowerShell), change management, and compliance.