Univeristy of California, San Diego

Sep. 2021 - Expected Dec. 2024

Math - Computer Science (B.S)

Economics (B.A)

Data Science (Minor)

Activities and societies: Triton Quantitative Trading (Founding Member)

Honors & Scholarship: Errett Bishop Scholarship, Provost Honors

Relevant Courseworks: Data Structures; Algorithms; Data Mining; Data Management; Operating Systems; Machine Learning (ML); Deep Learning (DL); Computer Vision (CV); Recommender System; Optimization; LLMs

Research & Development Engineer Intern

Anivance AI, Hsinchu. Taiwan

Oct. 2024 - present

- Developed a biomedical application integrating domain-specific AI agents using fine-tuned LLMs and CrewAI framework, enabling internal agent communication to generate research responses for organ chip technology

- Optimized embedding strategy with Chroma and tested BioBERT to process over 100 documents, creating an embedding space with 50% faster retrieval

- Incorporated GraphRAG with real-time Google Scholar scraping to refine responses, achieving a 25% increase in retrieval accuracy

Machine Learning Engineer Intern (Digital, Data & Technology Center)

Cathay Financial Holdings, Taipei. Taiwan

Oct. 2024 - present

- Utilized BigQuery and Vertex AI AutoML to process over 500,000 financial records monthly, automating data pipeline optimization and reducing processing time by 30%, enabling faster, data-driven insights for stakeholders

- Developed and deployed ML models and LLM-based agents using AutoGen, achieving a 25% increase in predictive accuracy for financial forecasting and automating insights extraction

Computer Science and Engineering Instructional Assistant

Computer Science and Engineering Departemant (UCSD), San Diego, CA

Mar. 2024 - Dec. 2024

Assisted over 600 students in Computer Science topics, including Object-Oriented Programming (OOP), data structures, and algorithm design

Data Science Instructional Assistant

Halıcıoğlu Data Science Institute (UCSD), San Diego, CA

Sep. 2023 - Aug. 2024

Assisted over 400 students with Data Science topics, including complexity analysis, algorithm design, and graph theory

Software Developer Intern

Shang Chin Education Co., Ltd, Taiwan

June 2023 - Sep. 2023

- Developed an AI Chinese tutor by integrating the Chatgpt API with React.js and Node.js for the company's new application

- Developed a Chinese handwriting application using JavaScript, CSS, and SDK, adopted by 20+ online tutors, and enhancing teaching efficiency

Machine Learning Engineer Intern

Shepherd Ventures, San Diego, CA

Nov. 2022 - June 2023

- Developed and implemented a real-time data pipeline and mean-variance optimizer to monitor market performance, resulting in a 23% reduction in stock volatility during Black Swan events

- Applied hierarchical clustering and unsupervised learning techniques to re-categorize stocks based on distribution in high-dimensional space, enhancing portfolio stability and adaptability to market fluctuations

Undergraduate Instructional Assistant

UCSD, San Diego, CA

Mar. 2022 - June 2022

- Led discussion sessions for 200+ students and held office hours weekly to help students better understand the Economics topic.

- Attained a 73% overall satisfaction rate and an 82% recommendation score from students and instructors via the course evaluation portal.

Sales And Marketing Consultant

Nan Shan Life Insurance Co., Ltd, Taiwan

Jun. 2021 - Sep. 2021

-Created detailed sales presentations to communicate product features and market data

-Retained consistent client base by conducting market research to develop brand strategy

Web Developer Team Lead / Founding Board Member

Triton Quantitative Trading, San Diego, CA

Aug. 2023 - present

- Secured sponsorships from leading companies and organizations, including Jane Street Capital and the CSE Department

- Trained a team of 5 developers in usability techniques, leading to a 30% improvement in site rendering performance

Teaching Assistant

Dale Carnegie Training

Jun. 2019 - Sep. 2021

Fundraising Coordinator

Tzu Chi Foundation

Jun. 2020 - Sep. 2021