Designing Search Space for Unbounded Bayesian Optimization via Transfer Learning
Quoc-Anh Hoang Nguyen*, The Hung Tran*, Sunil Gupta, Dung D. Le
CV
You can download my CV here.
Education
- 2022 - 2024: M.S. in Applied Mathematics, Mathematics Institute, Vietnam Academy of Science and Technology.
- 2018 - 2022: B.S. in Applied Mathematics and Information Major, Hanoi University of Science and Technology (Talented class, Top 2/150 of Faculty).
- 2015 - 2018: Mathematics Major, Hanoi–Amsterdam High School for the Gifted.
Work experience
- 01/2025-07/2025: Data Scientist
- FPT Software AI Center
- Duties includes: Developing LLM model for sentiment analysis task.
- Technologies: python, Azure OpenAI Service, Fuzzy Matching
- 06/2024-12/2024: AI Researcher
- FPT Software AI Center x Renesas Electronics Corporation
- Duties includes: Researching about compiler pass orders for program efficiency.
- Technologies: python, TVM, LLVM
- 10/2021-11/2024: Research Assistant
- Mathematics Institute, Vietnam Academy of Science and Technology
- Duties includes: Conducting research on Stochastic Gradient Descent, NeuralODE and score-based Generative models
- Supervisor: Dr. Hoang Duc Luu
- 10/2021-06/2024: AI Resident
- FPT Software AI Residency
- Duties included: Conducting research on Bayesian Optimization, Transfer Learning, and High-dimensional problem.
- Supervisor: Dr. Hung Tran-The
- 10/2020-01/2021: AI Researcher
- Vietnam Electricity Group (EVN) x Hanoi Universitty of Science and Technology
- Duties included: Using Bayesian Optimization to tune LSTM hyperparameters for electricity load forecasting.
- Supervisor: Prof. Nguyen Thi Ngoc Anh
Publications
Bayesian Optimization for Unknown Cost-Varying Variable Subsets with No-Regret Costs
Vu Viet Hoang*, Quoc-Anh Hoang Nguyen*, The Hung Tran*
High-Dimensional Bayesian Optimization via Random Projection of Manifold Subspaces
Quoc-Anh Hoang Nguyen, The Hung Tran
Feature selection using genetic algorithm and Bayesian hyper-parameter optimization for LSTM in short-term load forecasting
Nguyen Nhat Anh, Quoc-Anh Hoang Nguyen, Nguyen Xuan Tung, Nguyen Thi Ngoc Anh
Honors and Awards
- 2023: Second prize, Hanoi LLM Hackathon.
- 2022: Full Scholarship for Master and Doctoral Training in Vietnam (~5,000 USD) - Vingroup Innovation Foundation (VinIF)
- 2022: Top 15 outstanding graduate students rewarded by Principal of Hanoi University of Science and Technology.
- 2021: First prize, Hanoi University of Science and Technology Scientific Research Undergraduate Conference.
- 2021: Third prize, Olympic Econometrics and Applications.
- 2020: Vietnam Institute for Advanced Study in Mathematics scholarship (~500 USD).
- 2020: Excellent Scholarship for the academic year (~1,000 USD) - Hanoi University of Science and Technology.