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namnd00/README.md

Nam Nguyen

Senior AI Engineer (MLOps / AI-Ops) — production AI systems (CV, NLP, GenAI)

Portfolio · LinkedIn · GitHub · Email

namnd00

What I do

  • Build end-to-end AI systems: data → model → deployment → monitoring → continuous improvement
  • AI infrastructure & reliability: event-driven microservices, queues/streams, idempotency/DLQ, observability
  • Real-time / edge AI: GPU/edge inference optimization (Jetson, TensorRT/ONNX Runtime), latency-driven design

Focus areas

  • MLOps / AI-Ops: deployment automation, monitoring/alerting, capacity planning, operational debugging
  • Computer Vision: detection, tracking, ReID, multi-camera analytics, document OCR
  • NLP / GenAI: multi-turn conversational AI, RAG, agentic workflows

Core stack (hands-on)

  • Languages: Python, Bash
  • AI/ML: PyTorch, OpenCV, Hugging Face Transformers
  • Serving/Edge: NVIDIA Triton, TensorRT, ONNX Runtime, Jetson
  • Infra: Kubernetes (CKA/CKAD), Docker, Prometheus, Grafana
  • Data/Messaging: Kafka, RabbitMQ, Redis, PostgreSQL
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