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tdn2708/README.md

Hi, I'm Nguyễn Thành Dũng 👋

Second-year Data Science student at the University of Information Technology (UIT), VNU-HCM, based in Đà Nẵng, Vietnam.

I like problems where the data fights back: leakage, distribution shift, noisy labels, strict competition rules. I try to measure each idea with honest validation before I believe it.

  • 🔭 Currently: preparing the finals of AISC 2026 (December 2026) with my team, and working on research on small language models for robot decision-making
  • 🌱 Interests: tabular machine learning, Vietnamese NLP, small language models, robot learning
  • 📊 Kaggle: kaggle.com/tdn2708

Featured projects

Project What it is Highlights
Customer Radar Multi-channel customer-feedback analytics with a Data Trust Layer that down-weights fake and paid reviews before any metric is computed AISC 2026 finalist (team project) · fine-tuned ViSoBERT running in the browser via ONNX · live demo
Physical AI Robot navigation in ROS 2 / Gazebo with a small language model behind a safety layer, plus a CNN + GRU lidar policy trained with DAgger 16/16 Gazebo maze runs, 0 wall contacts in 4,384 test episodes
Airline Satisfaction Kaggle Playground S6E10, ROC AUC Public LB rank 134 / 3,735 (top 4%) · 278-model stack checked with nested CV

Tech stack

Data science and ML: Python, pandas, NumPy, scikit-learn, LightGBM, XGBoost, CatBoost, PyTorch, Hugging Face Transformers, TabPFN / TabICL, Optuna

NLP and LLMs: ViSoBERT, LoRA fine-tuning, Ollama, ONNX Runtime

Robotics: ROS 2 Humble, Gazebo

Web and data: JavaScript, React, Node.js, MongoDB, SQL

Tools: Git, Linux / WSL2, Jupyter, Google Colab, Kaggle

Pinned Loading

  1. AISC2026 AISC2026 Public

    Customer Radar: Vietnamese customer-feedback analytics with a Data Trust Layer against fake reviews. AISC 2026 finalist (team LDS).

    JavaScript

  2. kaggle-airline-satisfaction kaggle-airline-satisfaction Public

    Kaggle Playground S6E10: airline passenger satisfaction (ROC AUC). Public LB top 4%, route features, in-fold target encoding, 278-model stack with nested CV.

    Python