About Me

I'm Yifu Yuan, an AI enthusiast and practitioner with a background in Information Systems Management and Data Science. I love harnessing AI to build automation tools that boost efficiency in daily life and work.

I also enjoy creating engaging applications, from web apps and Chrome extensions to mobile apps, blending creativity with practical solutions.

Yifu Yuan

Professional Journey

From data to AI - A journey through data science, machine learning, and GenAI technology

Education

Master of Technology in Enterprise Business Analytics

National University of Singapore

Aug 2025 - Present

Comprehensive study in data science, machine learning, and business analytics with focus on enterprise applications.

Work Experience

Data Science & AI Intern

Home Depot Investment Management (Shanghai) Co., Ltd.

Nov 2024 - Apr 2025

Developed AI-powered review analysis tool "Gemini Auto Buzz" using Google Cloud Platform and Vertex AI. Built automated CUSUM quality monitoring system processing millions of data points weekly.

  • Achieved 88% accuracy in automated review classification
  • Reduced manual analysis time from 7 days to 30 minutes
  • Improved quality response efficiency by 45%
Work Experience

Data Engineer Intern

Capgemini Consulting (China) Co., Ltd.

Jul 2024 - Sep 2024

Participated in "Eco-Tourism AI Mini Program" project, responsible for backend database construction, data collection, and database refinement using AI technology.

  • Built automated multi-city attraction data collection system
  • Collected 100,000+ attraction records across 30+ cities
  • Optimized database with LLM APIs processing 80,000+ records
Work Experience

International Business Settlement Intern

CHINA CITIC BANK (Chengdu)

Jul 2023 - Aug 2023

Assisted with cross-border settlement operations including import/export letters of credit and wire transfers.

  • Maintained 100% compliance rate in foreign exchange operations
  • Managed 200+ business transactions with Excel
  • Achieved 100% customer satisfaction rating
Education

Bachelor of Science in Information Management and Information Systems

Nanjing Audit University

Sep 2021 - Jun 2025

Holistic study in Python programming, information systems, database management, machine learning, and business intelligence.

Key Projects

DualModernBERT

Jan 2025 - May 2025

Developed an e-commerce review rating prediction model, DualModernBERT, utilizing a...

🏆Achieved SOTA performance with 0.8856 F1 score and 0.9912 relaxed accuracy on a 50,000-review Amazon and Ebay dataset, significantly outperforming traditional deep learning models and pre-trained models.

Gemini Auto Buzz

Dec 2024 - May 2025

Developed a Google Gemini AI-based product review analysis tool, Gemini...

🏆Built a full-link automated analysis process from raw reviews to batch classification (5000+ reviews/batch, 88% accuracy). Reduced the traditional 7-day manual annotation and BERT fine-tuning process to 30 minutes.

Technical Skills

A comprehensive skill set built through academic study, professional experience, and continuous learning

Programming Languages

Python95%

Data processing, ML/DL, web scraping

JavaScript/TypeScript85%

Frontend and backend development

SQL90%

Database management and analytics

R75%

Statistical analysis and modeling

AI & Machine Learning

Prompt Engineering95%

LLM optimization and AI workflows

Machine Learning90%

Scikit-learn, PyTorch, model deployment

Natural Language Processing90%

text mining, named entity recognition

AI Application Development90%

Dify, Coze, API integration

Data Science & Analytics

Data Processing90%

Pandas, NumPy

Data Visualization85%

Matplotlib, Seaborn, Tableau

Statistical Analysis80%

Hypothesis testing, modeling

Big Data Tools75%

Google BigQuery, cloud platforms

Web Development

React/Next.js75%

Modern frontend frameworks

Django/Flask/FastAPI85%

Python web framework

HTML/CSS80%

Responsive design, modern CSS

Web Scraping70%

Selenium, automated data collection

Tools & Platforms

Google Cloud Platform80%

Vertex AI, BigQuery, deployment

Git/GitHub90%

Version control, collaboration

Docker70%

Containerization and deployment

Linux75%

Command line, server management

Languages

English

Professional

TOEFL 110, GRE 334, work proficiency

Chinese

Native

Mandarin native speaker