Neural Experience Layer
Impact Signals
Evidence-driven outcomes across production ML delivery, infrastructure engineering, and applied AI research — measured, not estimated.
Career Impact
Highlights by Role
Specific, verifiable outcomes from each position and project — numbers pulled directly from deliverables.
Data Scientist — GenAI & ML
Enigma Technologies · Jun 2025 – Present
- ▶30%+ analyst review time saved via multi-stage RAG pipeline (OCR → retrieval → extraction → routing)
- ▶20% scoring precision gain — regression, classification & clustering on 10 M+ customer records
- ▶LLM cost optimization via model routing (small vs premium) and semantic caching at equivalent quality
- ▶Cloud-native ML platform on AWS: Docker, Kubernetes, GitHub Actions CI/CD, MLflow, drift detection
Machine Learning Engineer
Cognizant · Jun 2019 – Jul 2023
- ▶35% reduction in manual legal & compliance review — Contract Intelligence NLP pipeline across 10 M+ records
- ▶NLP latency cut from 450 ms to under 90 ms through batch inference and model optimization
- ▶25% monthly AWS cost reduction via Lambda & SageMaker autoscaling; p99 latency down 40%
- ▶30% faster ML release cycles — Jenkins CI/CD with automated retraining, versioning & drift alerting
- ▶PySpark fault-tolerant pipeline processing 1 M+ text records/day at consistent throughput
AI/ML Programming Intern
R/SEEK — UMBC · Jan 2025 – Jun 2025
- ▶95% YOLOv8 object detection accuracy for autonomous RC car navigation across dynamic environments
- ▶TensorFlow Lite deployed on ESP32 microcontrollers for real-time edge inference — zero cloud dependency
- ▶Aruco marker-based positioning integrated into autonomous navigation stack
Batcave — Private AI Cloud
Personal Infrastructure · 2023 – Present
- ▶56-container production platform: LLMs (LLaMA, Mistral, Phi, DeepSeek via Ollama), RAG pipelines, media, monitoring
- ▶177 GB multi-database data layer — PostgreSQL, MariaDB, Redis, SQLite, Meilisearch
- ▶99.9% uptime; Authentik SSO, Tailscale VPN, Netdata + Telegram real-time alerting
- ▶Immich ML photo platform (401 GB, face recognition + object detection), Paperless-NGX OCR
Wildfire Detection CNN
Academic Project — UMBC · 2024
- ▶91% accuracy and 88% F1-score — AllCNN on Sentinel-2 multispectral satellite imagery
- ▶2,400+ image patches processed with NDVI and NBR spectral indices for burn severity quantification
- ▶Ablation studies and k-fold cross-validation for rigorous model evaluation
Infrastructure Security Audit
Personal Project · 2026
- ▶Automated security scanner across 56-container production stack using Python & Docker SDK
- ▶27 hardcoded credential exposures identified and remediated across services
- ▶CWE/CVE-aligned reporting with severity scoring and automated remediation recommendations