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Tienndat2306/README.md

Hi there πŸ‘‹, I'm Nguyen Tien Dat

Data Analyst / Data Scientist Intern | Final-year IT Student @ HUIT

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πŸš€ About Me

  • πŸŽ“ Final-year Information Technology (Data Science) student at Ho Chi Minh City University of Industry and Trade (HUIT)
  • πŸ“Š Focused on the end-to-end analytics workflow: EDA β†’ feature engineering β†’ machine learning β†’ Power BI dashboards
  • 🧠 Comfortable across the stack: Python, SQL, Power BI, PyTorch, Scikit-learn
  • 🌱 Currently exploring deep learning applications and deployment
  • πŸ“« Reach me at datnguyen23062005@gmail.com

πŸ› οΈ Tech Stack

Programming Python SQL C# PHP

Data Science & ML Pandas NumPy Scikit-learn PyTorch XGBoost LightGBM

Visualization & BI Power BI Matplotlib Plotly Excel

Tools Git GitHub Jupyter Flask


πŸ“Œ Featured Projects

End-to-end deepfake video detection system combining EfficientNet-B4 with a Transformer temporal head.

  • Unified corpus of 13,692 processed face images from FaceForensics++, DFDC, and Celeb-DF
  • MediaPipe BlazeFace face-cropping, multi-frame classification, focal loss training
  • 0.977 validation ROC-AUC, deployed as an interactive Flask web demo
  • Python PyTorch EfficientNet-B4 Transformer

Predictive analytics pipeline on 3 million U.S. domestic flight records (2019–2023).

  • Feature engineering, EDA, and clustering to uncover delay patterns across airlines, airports, and seasons
  • Random Forest, XGBoost, and LightGBM models with SHAP-based interpretability
  • Interactive Power BI dashboard for delay trends and geographic visualization
  • Python Pandas Scikit-learn XGBoost LightGBM SHAP Power BI

πŸ“ˆ GitHub Stats


πŸŽ“ Education

Ho Chi Minh City University of Industry and Trade (HUIT) Bachelor of Information Technology β€” Data Science | 2023 – 2027 |

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