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fayfayMN/README.md

Feifei Li

Data Science @ Metropolitan State University | GPA: 4.0 | Two-Time 1st Place State Winner

I find the blind spots in systems and build working tools to fix them — healthcare access gaps, unfair team dynamics, unverified contributions. Not just analysis. Deployed products people can use.

73 repositories | 15+ shipped apps | Portfolio


Free Social-Impact Apps

A three-app product loop covering the full lifecycle of a team: FORM a team → RUN it healthily → PROVE who contributed. No sign-up, no cost, demoed live at AI Magic Night (July 2026).

App What it does Live demo
Team Doctor Diagnoses team health in 10 seconds — ownership clarity, red flags, next move Open app
TeamUp Skill-based team matching + guided kickoff with working agreements Open app
Clearwork Log deliverables, peer confirmation, balance analysis, verified resume cards Open app

Built with pure Python + Streamlit. All health checks are deterministic — no LLM, no API key, nothing that can hallucinate.


Data Analysis & Dashboards

Project What it does Links
Airbnb EDA Playbook Real-world EDA playbook for the Twin Cities Airbnb market — interactive charts, geographic analysis, pricing trends Dashboard
Twin Cities Airbnb MSP Airbnb exploratory analysis — dual-track Python-vs-R scaffold with neighborhood-level pricing and host insights Dashboard
Developer Skills Analysis IBM Capstone — 70k+ record pipeline analyzing global tech trends with Python, SQL, and Power BI GitHub
Supply Chain AI Agents AI-powered inventory management with predictive analytics for demand forecasting and stock optimization GitHub

AI-Powered Tools

BYOK architecture — deterministic cores with optional AI layers. No API cost by default.

App What it does Links
ZeroCode Career Coach 3 LLM agents + deterministic orchestrator for ATS scoring, resume tailoring, voice mock interviews. Runs local on Ollama Open app
JiuZuoShu (久坐舒) TCM self-care app for desk workers — 9-constitution quiz, daily routines, stretch reminders Open app
Communicator's Dojo Tri-pane offline communication-skills coach — Speech Coach, Scenario Builder, Thought Organizer GitHub
MedInterp EN-ZH medical interpreter training PWA — rules-based stress engine + CMUdict pronunciation verifier Open app

Focus & Productivity Tools

Pure HTML/CSS/JS solving daily computer-time pain points. Browser-based, no sign-up, installable as PWAs. Deployed on Cloudflare Pages.

App What it does Live demo
FocusStone Pomodoro timer with 12 guided stretches, voice reminders, break planner, optional ESP32 physical button Open app
FlowTime Adaptive focus timer — schedules work/rest around cognitive load. Classroom + Solo modes Open app
FlowMove Turns every break into a guided stretch/eye-care routine matched to sore areas + break length Open app

Interactive Learning Sites

Self-contained offline study sites hosted on Cloudflare. No frameworks, no backend.

Site What it covers Live site
STAT 353 SPSS methods — hypothesis testing, ANOVA, regression, chi-square. Interactive concept explorer + decision tree Open site
STAT 301 R-based statistics — linear algebra, calculus, LDA, gradient boosting. Same framework, R instead of SPSS Open site
MinneMUDAC 2025 Playbook Teaching site for the 2025 MinneMUDAC/BBBS data challenge — EDA/ETL/ML workshops in Python + R Open site

Competition Wins

  • 1st Place — HeatMap Hackathon (03/2026): Ranked #1 in the state for identifying geographic disparities in U.S. burn care access. Built the financial and geospatial engine — modeled state-level avoidable hospitalization costs, scored 498+ trauma centers as telemedicine hub candidates. (GitHub)
  • 1st Place — Minnesota AGENT.AI Competition (10/2025): #1 in Retail Banking domain, Top 10 globally. Fraud Detection & Credit Default pipeline with imbalance-aware learning. IEEE ICHI 2026 Workshop invitee. (GitHub)
  • Dean's List x 6 semesters | 5x Scholarship Recipient

Skills & Tools

Languages: Python, R, SQL, Java, JavaScript, HTML/CSS Data: Pandas, NumPy, Scikit-learn, TensorFlow, Spark, JMP, SPSS Visualization: Streamlit, Power BI, Tableau, Folium, Matplotlib, Seaborn Cloud & Infra: Snowflake, Databricks, AWS (EC2, S3), Cloudflare (Workers, Pages), Docker, Git AI/ML: LLM orchestration (Ollama, LangChain), multi-agent systems, NLP, computer vision (OpenCV, YOLO, LLaVA), prompt engineering


Let's connect: LinkedIn | Portfolio | feifeiusa30@gmail.com

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  1. AgentDS-Competition-Winning-Solution-in-Retail-Banking AgentDS-Competition-Winning-Solution-in-Retail-Banking Public

    This project tackles fraud detection and credit default prediction in retail banking using imbalanced data. Baseline models failed despite high accuracy, so I shifted to behavioral and temporal fea…

    Jupyter Notebook 1

  2. fayfayMN fayfayMN Public

    Data Science Student @ Metro State | Finding the 'Blind Spots' in our systems through Data & Resilience | 1st Place MN AGENT.AI Winner

  3. efchea1/HeatMap_Burn_2026_Hackathon_Burn_Care_Access_Analysis efchea1/HeatMap_Burn_2026_Hackathon_Burn_Care_Access_Analysis Public

    HeatMap Hackathon 2026 - Burn Care Access Analysis. Advancing Equitable Access to Burn Care in the United States.

    HTML

  4. Advanced-Regression---Analytics Advanced-Regression---Analytics Public

    The final project involves performing a data analysis project focused on a regression problem using a real dataset. Selecting the appropriate procedure is part of the learning process ,skills in bu…

    1

  5. Linear-Regression-Model-Selection-JMP Linear-Regression-Model-Selection-JMP Public

    CourseWork for Stat 311 , casestudy to decide which is the best Model using by JMP

    1