Sole Author - Preprint Publication - Open Access

Encoding Methodology for Quantitative Forecasting

[EN] View paper ›

One Level Studio - Technical Experiment - Showcase/Demo

Text to Image Generation Pipeline

[EN] View showcase ›

One Level Studio - Technical Experiment - Showcase/Demo

Generative Large Language Model

[EN] View showcase ›

Co-Author - Research Report - Open Access

Biological Chemistry Data Mining

[VI] View report ›

Sole Author - Research Report - Open Access

Multi-Threads Parallel Computing

[EN] View report ›

VNU - Vietnam National University

HCMUS, Faculty of Information Technology, 2019 - 2023

Bachelor's Degree, Major in Computer Science / Data Science

• AMP®-Parkinson's Disease Progression Research - Analysis, Mining, and Prediction
  • Read The Full Report ›
  • We used biological chemistry data measurements (proteins/peptides abundance) from Parkinson patients to understand and predict progression of the disease (using MDS-UPDRS scores), provide information about which molecules change as Parkinson's disease progresses.
  • Our work (public notebook kernel) got more than 45 upvotes and awarded a Notebook Silver Medal on Kaggle, subsidiary of Google LLC.
• Parallel LSTM Training for Sequence Prediction from Sequential Data
  • Read The Full Report › | Source Code & Explanation ›
  • We analyzed and paralleled the LSTM model (an RNN - Recurrent Neural Network) in order to improve its training speed and efficiency. We utilized NVIDIA GPU power for multi-threads parallel computing. The specific task that we applied for the demo is time-series prediction - sequence prediction from sequential data (seq2seq).
  • Our ParallelV3 is 1700% efficiency compared to Sequential version.

WorldQuant, LLC - WorldQuant University

WQU, MScFE Program, Remote Education, 2023 - 2025

Master's Degree, Major in Financial Engineering

• Paper “DNA-Inspired Time Series Encoding: A Glimpse Into The Next 4-Hour Timeframe”
  • Read The Full Preprint › | BibTeX ›
  • We introduce a bio‑inspired encoding framework for forecasting the direction of financial time series. Motivated by the limitations of linear models and the opacity of many deep learning approaches, we draw an analogy to genetics: observable micro‑patterns are encoded into symbolic "Financial DNA" sequences. These sequences are then analyzed using a probabilistic state‑transition mechanism to estimate the likelihood of subsequent market directions. We evaluate the approach on Bitcoin hourly OHLCV data with a rolling backtest. Among the horizons considered, modeling transitions from current Financial DNA patterns to the 4‑hour‑ahead price direction yields the strongest results, achieving a win ratio of 0.729. The findings suggest that compact, interpretable symbolic representations can capture salient, recurring structures in noisy, non‑stationary markets and support effective directional forecasts.
  • DOI: 10.33774/COE-2025-JMMNX
• WorldQuant BRAIN®
  • WorldQuant Challenge® - Gold Level - 2024 ›
  • WorldQuant Challenge® - Gold Level - 2025 ›

Solutions Engineer

IT Center / Solutions Department

• Design and develop the core of the information extraction system for land-use-rights-certificate digitization.
• Design and develop the core of the AI assistant system for the Lam Dong Provincial Party Congress, term 2025-2030 (Đại hội Đại biểu Đảng bộ tỉnh Lâm Đồng nhiệm kỳ 2025-2030).
• Design and develop the core of LLM information retrieval system for administrative procedure documents
  • National Public Service Portal (Cổng Dịch vụ công Quốc gia)
  • Ministry of Public Security (Bộ Công an)
  • Lam Dong Province (Tỉnh Lâm Đồng trước sáp nhập 2025)
  • Lang Son Province (Tỉnh Lạng Sơn trước sáp nhập 2025)
  • An Giang Province (Tỉnh An Giang trước sáp nhập 2025)
• Design and develop the core of automatic scoring system based on computer vision for multiple choice tests
  • Department of Education and Training (Sở Giáo dục và Đào tạo)
• Design and develop the core of machine translation system to translate between Vietnamese language and ethnic minority language
  • Tien Giang Province (Tỉnh Tiền Giang)
    • Ba Na (ISO 639-3: bdq) - Việt (ISO 639-3: vie)
  • Lam Dong Province (Tỉnh Lâm Đồng)
    • K'Ho (ISO 639-3: kpm) - Việt (ISO 639-3: vie)
    • Chu Ru (ISO 639-3: cje) - Việt (ISO 639-3: vie)

Product Designer / Operator

Game-Entertainment (GE) / Global IP / MadPoly Studio

• Market & Product Research: User Journey & FTUE, Octalysis, Users Behavior Analysis & Segmentation [1], Core Loop, Systems/Mechanics [2], Monetization [3]
  • [1] Analyze using Gamer Motivation Model from Quantic Foundry, or Google Play's Player Types
  • [2] Different games, different genres, different research purposes... have different systems and mechanics to focus. For example, with PUBG MOBILE, focus on Weapons, Gears, Items, Vehicles system; while with Candy Crush Saga, focus on Game Difficulty, Pacing and Pinch Point.
  • [3] Includes: Economy/Currencies System, IAP Mechanics (focus on IAP Recommended Packs and Event Battle Pass), Rules and Vectors of Monetization, EV (Expected Value) Estimation, Target User Segment.
• A/B Testing: Level Design: Re-design/Optimize current levels and design new levels that meet Master Roadmap requirements
• LiveOps: Brainstorm and propose themes for PvP Seasons and Event Battle Pass. Analyze, brainstorm and propose solutions/changes/features to solve players' issues/needs from User Review Report by Customer Support team
• Game Balancing: Adjust difficulty curve, balance source (tap) & sink, prevent in-game economy from inflation (but some inflation is fun ;))
• Product under operation: DEAD TARGET
  • Info: Google Play | SensorTower | Trailer
  • Business model: Freemium with IAP
  • July 2022 Performance (SensorTower stats):
    • Worldwide Downloads: 2M/month
    • Worldwide Revenue: $200,000/month
    • Top 50 Grossing-Game/Action in US

Microsoft Corporation, MLSA Program, Alpha Milestone

Leagues: AI and ML, Data and Analytics, Mobile and WebDev

• MLSA Recognition - 2021 ›
• MLSA Recognition - 2022 ›

VNU - Vietnam National University

HCMUS, Faculty of Information Technology

• Member since 2019, president term 2020 - 2021
• facebook.com/design.itus ›

(Báo điện tử thuộc Bộ Khoa học và Công nghệ)

Read article on vnexpress.net ›

Read article on archive.org ›

(Bộ Khoa học và Công nghệ Việt Nam)

Read article on gov.vn ›

Worldwide, WorldQuant BRAIN Challenge®

WorldQuant, LLC

Worldwide, Kaggle Competition, hosted by AMP®-PD

Notebook Silver Medal by Kaggle, subsidiary of Google LLC

Nationwide, Artificial Intelligence Competition

Awarded by the Ministry of Science and Technology of Vietnam

Nationwide, Mathematics Competition

Awarded by the Department of Education and Training of Vietnam

6 consecutive years, 2012 - 2017