
I am an AI-focused researcher and systems engineer with 17 peer-reviewed publications and 208+ citations, specializing in medical AI, predictive analytics, cybersecurity, and multimodal diagnostic intelligence. My work develops integrated frameworks that combine transformer-based NLP, EEG/voice analytics, facial-emotion modeling, liquid-biopsy biomarkers, and advanced ML pipelines for early detection of cancer, cardiac events, neurological disorders, and mental-health conditions. I have created hybrid diagnostic algorithms—including graph-based neural interpreters, VPSYC emotional-health systems, disease-forecasting models, and federated-learning security architectures—that enhance clinical decision-support and enable privacy-preserving healthcare AI. Alongside my research, I bring strong operational experience in enterprise IT, covering LAN/WAN engineering, VLANs, firewalls, VPNs, cloud integration, disaster recovery, and secure system administration. This combined expertise positions me at the intersection of cutting-edge medical-AI innovation and high-reliability IT infrastructure, delivering both scientific impact and practical technical execution
Configure and optimize enterprise-grade network infrastructure—including routers, switches, firewalls, and secure remote-access systems—ensuring high availability and reliable connectivity across distributed environments. Diagnose and resolve advanced network and server issues through proactive monitoring and remote/on-site troubleshooting, minimizing disruptions and strengthening overall performance and security. Support application deployments, user access provisioning, and system configurations while maintaining compliance with industry best practices and continuously advancing technical expertise.
Provided enterprise-grade network and systems support across hybrid infrastructures, executing disaster-recovery operations, secure data-backup workflows, and organization-wide security compliance. Diagnosed and resolved complex hardware, software, and network issues while managing antivirus platforms, email security systems, and monitoring consoles to maintain high availability and threat resilience. Designed, configured, and validated networking software, OS environments, and hardware components to ensure scalable, stable, and security-hardened IT operations.
Engineered and maintained secure LAN/WAN infrastructures, deploying Cisco-based solutions including VLANs, trunking, Inter-VLAN routing, port security, and comprehensive LAN hardening. Implemented Remote Access VPN services and integrated IP camera surveillance systems, ensuring reliable connectivity and operational stability across sites. Delivered rapid user support and maintained detailed technical documentation to sustain consistent network performance and organizational continuity.
AI, NLP & Predictive Modeling
Develops transformer-based NLP and multimodal risk-assessment models integrating text, voice, EEG, and behavioral signals for clinical diagnostics
Speech & Behavioral Signal Processing
Extracts vocal biomarkers using pitch tracking, speech-rate metrics, RMS/ZCR patterns, pause ratio, and spectral analytics for stress and emotion assessment
Computer Vision & Facial Emotion Recognition
Builds real-time emotion-analysis systems using DeepFace/FER/OpenCV, including micro-expression detection, emotion-distribution modeling, and facial-stress scoring
Digital Health Intelligence & Screening
Designs PHQ-9/GAD-7–aligned screening logic, multimodal risk-scoring engines, and 7-day wellness-trend analytics for early mental-health evaluation
End-to-End Python Application Engineering
Delivers modular, production-ready AI applications using Python/Streamlit with secure state management, real-time analytics, and cross-platform deployment
Enterprise IT Infrastructure & Cloud Systems
Strong foundation in Windows Server, AD/IAM, Azure integration, virtualization, VLANs/VPNs, firewalls, and enterprise-grade troubleshooting across complex networks