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TungAnhNguyen5/README.md

About Me

CS student at Simon Fraser University with hands-on experience in machine learning, systems programming, and robotics. I build complete systems — from data pipelines and model training to deployment and evaluation.

  • ML/AI: Fine-tuned vision-language models (BLIP-2 + LoRA), built end-to-end trading ML pipelines, and trained classifiers across XGBoost, PyTorch, and transformer architectures
  • Systems: Implemented a Unix shell, a blockchain, and a memory-constrained graph scheduler in C/C++ (placed at Storm Hacks 2025)
  • Robotics: Built a ROS2 autonomous waypoint controller with Gazebo simulation
  • Team projects: Delivered production-quality software in teams (CMPT 276 ferry system, hackathon, research group)

Currently looking for internship or co-op roles in ML engineering, software engineering, or quantitative development.


Tech Stack

Languages

Python C++ C JavaScript HTML

ML / Data

PyTorch HuggingFace XGBoost scikit-learn Pandas NumPy Optuna

Tools & Infrastructure

PostgreSQL Docker ROS2 Git Linux CMake


Featured Projects

Project Description Stack
Quant Trading AI End-to-end ML pipeline for intraday futures trading: order book feature engineering, multiple classifier architectures (XGBoost, TabNet, TFT, LSTM), trailing-stop backtesting, and realtime inference Python · PyTorch · XGBoost · PostgreSQL · Optuna
BLIP-2 Explorer Domain-adapted vision-language model for underwater marine image captioning via LoRA fine-tuning and knowledge distillation. Achieved CIDEr +179% over baseline; student model at 4× lower GPU memory PyTorch · HuggingFace · LoRA · CLIP
Multi-Agent Pathfinding Drone ROS2 autonomous waypoint controller with proportional control, Gazebo simulation, and Nav2 integration for multi-robot scenarios Python · ROS2 · Gazebo · Nav2
Storm Hacks 2025 Hackathon solver for Huawei's computation graph scheduling challenge: memory-constrained DAG scheduler using greedy, heuristic, and beam-search strategies with Gurobi optimization C++ · CMake · Gurobi
AI Piano Music Analysis Computational music-theory analysis of AI-generated piano music (MuseNet, MusicLM, Bach Doodle) using the MAESTRO dataset Python · music21 · pandas
Basic Shell Unix shell implementation from scratch with process management and piping C++
Basic Blockchain Blockchain implementation from scratch including hashing and chain validation C

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