CV Resume
Trần Ngọc Quang
AI Engineer — Computer Vision · 3D Gaussian Splatting · TensorRT deployment · LLM systems. Top 4 at Viettel AI Race 2026.
Ho Chi Minh City, Vietnam quang.aidev@gmail.com linkedin.com/in/quangcler github.com/QuangCler
Summary
AI Engineer who trains vision models, makes them fast and ships them. Owns the full loop from dataset design, training and ablation to FP16 TensorRT optimization, C++ post-processing and on-premise deployment — plus the TypeScript/Python services and LLM backends around the model. Open to AI Engineer roles in computer vision, 3D or LLM systems, in Ho Chi Minh City or remote.
Experience
AI Engineer (core engineer) · TSC — Team Solo Code
Jun 2026 — PresentHo Chi Minh City · three-person team building client AI software and competing in AI challenges
- Viettel AI Race 2026, BTS digital twin track (team Zillexa): Top 4, one of 12 finalist teams — 3D Gaussian Splatting on gsplat MCMC, multi-backbone ensembles, training sharded across 4×A5000; H200 final with pruning for render time and a patched int32 overflow in gsplat's CUDA projection. Case study
- AI consulting console for an education provider: LLM bots with CRM context on every turn, Redis-cached advisor suggestions, persona/prompt compiler, scoped API keys, rate limiting, retry and circuit breaker (TypeScript, Express, React, PostgreSQL, Redis, Docker).
- Vision-LLM short-video pipeline (in progress): ETag-incremental MinIO indexing, ffmpeg sampling, strict-JSON vision-LLM classification into SQLite FTS5.
- License control plane: Ed25519-signed licenses and revocation list, offline grace period, CLI and JWT admin UI.
AI Engineer, Computer Vision · Whammy Tech
Aug 2025 — PresentHo Chi Minh City · contract, core team · in parallel with TSC · iPBMS patient-monitoring system
- Over 85% fall-detection accuracy with under 2 s fall-to-alert on live RTSP streams (YOLOv8-Pose + MoveNet Thunder, 17-keypoint joint-angle analysis).
- Inference 45 → 12 ms/frame and 2 → 6 streams per RTX 3060 with FP16 TensorRT and C++ post-processing/NMS.
- False-alarm control with ByteTrack, per-track state machine and hip-velocity threshold; Normal/Warning/Danger alerts within 3 s over WebSocket and Supabase Realtime.
- Multilingual incident reports (keyframes, captioning, translation) via FCM; operates the on-premise stack on 2 production cameras. Case study
Automation Engineer Intern (OJT) · FPT Software Philippines
May 2025 — Aug 2025Manila
- RPA + Arduino attendance check-in prototype for 120+ employees on four reusable UiPath components.
IT Supporter, Technical Support · FPT University
Jun 2023 — Dec 2024- Exam-system operations across two academic years: imaging, network checks, live login/CRM fixes, root-cause ticketing.
Selected projects
Inference-Efficient ConvMAE
Capstone 2026Ghost / Transformer / Mamba-2 / Bi-Mamba hybrids MAE-pre-trained on ImageNet-1K; Ghost arm faster and lighter than ConvMAE-Base under TensorRT at comparable face-ID accuracy.
Face-Aware MAE
2026Landmark-guided masking: −17.5% identity-critical reconstruction error vs block-wise masking, 0 added parameters.
YOLOv5/v8/v11 × three OCR pipelines: 98.9% plate-level accuracy, 0.994 mAP@0.5, 91% on 15,000 night frames.
Skills
- ML / CV
- PyTorch, TensorFlow, timm, Hugging Face Transformers, OpenCV, YOLO, pose estimation, ByteTrack, OCR, self-supervised learning / MAE, ViT, Mamba, 3D Gaussian Splatting (gsplat)
- Deployment
- TensorRT, ONNX, CUDA, C++, FP16, multi-GPU DDP, mixed precision, Docker, Gradio, RTSP multi-stream
- LLM
- LLM application backends, prompt/persona pipelines, vision-LLM classification, Gemini API, AI agents
- Backend
- Python, TypeScript, Node.js/Express, React, PostgreSQL, Redis, SQLite, MinIO/S3, WebSocket, Supabase Realtime, FCM
- Languages
- Vietnamese (native), English (EF SET 72/100 · C2), Japanese (elementary)
Education & honors
B.Sc. in Artificial Intelligence · FPT University
Sep 2022 — Sep 2026GPA 3.53 / 4.0 · Capstone GSU26AI07: Inference-Efficient ConvMAE for Universal Visual Recognition Tasks
- 2026 — Prospective Prize, Top 4 of 1,600+ teams, Viettel AI Race 2026 (Track 1: BTS Digital Twin)
- 2026 — Top 5 Outstanding IT Students, FPT University (Spring 2026)
- 2025 — Top 100 Outstanding IT Students, FPT University (Fall 2025)
- 2021 — Consolation Prize, Vietnam National Olympiad in Informatics
- 2020 — Silver Medal, Central Coast & Northern Coast Programming Contests
Certifications
- TensorFlow Developer Professional Certificate — DeepLearning.AI
- AI Enterprise Workflow Specialization — IBM
- NLP with Attention Models · Sequence Models — DeepLearning.AI
- Machine Learning With Big Data — UC San Diego
- Containers: Docker, Kubernetes & OpenShift · Microservices & Serverless — IBM