Experience
Research and industry experience related to large language models, data analysis, and AI systems.
Research Assistant
2024-06 - 2024-09Guangdong Province Key Laboratory of Interdisciplinary Research and Application for Data Science · Zhuhai, China
- Developed an incremental-learning model architecture based on a Learning to Edit long-term memory mechanism for dynamically updated medical data.
- Assisted in building LLM agents for medical scenarios, integrating text, image, and structured medical-record data.
- Designed LangChain workflows for medical agents and supported supervisor-led fine-tuning work.
- Combined Spark-based preprocessing with privacy-oriented handling for multi-source heterogeneous medical data.
LLM AgentsMedical AILangChainSpark
Data Analyst Manager
2023-06 - 2023-09Vivo Mobile Communication Co., Ltd. · Shenzhen, China
- Completed 20+ product analyses, generated 40+ insights and recommendations, and supported 10+ initiatives that cumulatively drove an increase of 110,000 daily active users.
- Decomposed data targets for new product development and built dashboards accessed more than 800 times by colleagues.
- Participated in the framework training of the company's data-assistant LLM model and developed a Python-based demo with product and engineering teams.
- Contributed to SQL-generation and visualization-code evaluation, improving single-table SQL accuracy from around 45% to 62-67%.
Data AnalysisSQLPythonLLM Product
Kaggle LLM Prompt Recovery Competition
2024Bronze Medal
- Participated in a competition focused on recovering prompts used to transform given text.
- Used a pre-trained causal language model to generate cue words for rewriting tasks and studied token handling effects.
KaggleLLM PromptingCompetition
Mathematical Contest in Modeling
2022 - 2023Meritorious Winner & Honorable Mention
- Named Meritorious Winner in MCM 2023 for modeling New York Times game data and predicting development trends.
- Received Honorable Mention in MCM 2022 for modeling asset price fluctuations and investment strategy.
MCMMathematical ModelingOptimization
Academic Honors
2021 - 2025Hong Kong Baptist University
- First Prize Scholarship, Hong Kong Baptist University.
ScholarshipHKBU