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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.


What I'm building

I designed a three-app product loop that covers the full lifecycle of a team:

FORM a team → RUN it healthily → PROVE who contributed

App What it does Live demo
TeamUp Skill-based team matching + kickoff Open app
Team Doctor Charter, RACI health checks, EOS meeting rhythm, anonymous pulse + coach Open app
Clearwork Log deliverables, peer confirmation, balance analysis, verified resume cards Open app

Why this exists: I watched teams fall apart — not from conflict, but from invisible problems: unclear ownership, uneven workload, no structure. These apps make that structure explicit and keep it honest.

How it's built: Pure Python + Streamlit. All health checks are deterministic — no LLM, no API key, no cost, nothing that can hallucinate. Append-only decision records. Structurally anonymous pulse surveys. Schema-versioned entities for future migration.


Focus & Productivity Tools

Built without AI — pure HTML/CSS/JS solving my own daily computer-time pain points. Browser-based, no sign-up, no backend, 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, not fixed 25-min blocks. Classroom mode for instructors Open app
FlowMove Turns every break into a guided stretch/eye-care routine matched to your sore areas + break length. Curated video demos + offline timer Open app

Interactive Learning Tools

Self-contained offline study sites I built for my statistics coursework — concept explorers, decision trees, comparison tables, and interactive graphs. No frameworks, no backend.

Course What it covers Live site
STAT 353 SPSS methods — hypothesis testing, ANOVA, regression, chi-square. Interactive concept explorer + method decision tree + SPSS step-by-step guides Open site
STAT 301 R-based statistics — linear algebra, calculus review, LDA, gradient boosting, hypothesis testing. Same interactive framework, R instead of SPSS 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 using Census and NIRD 2023 data.
  • 1st Place — Minnesota AGENT.AI Competition (10/2025): Ranked #1 in the state for predictive accuracy in retail banking fraud detection. Shifted from baseline accuracy to behavioral/temporal features with imbalance-aware learning (Macro-F1: 0.5211 fraud, 0.9553 default).
  • Dean's List x 6 semesters & 5 Scholarship Recipient

Selected projects

Project What I did
Burn-Care-Equity-ROI Geospatial ROI engine behind the 1st place hackathon win — Folium mapping, Tele-Burn Hub scoring, cost modeling
AgentDS-Retail-Banking Domain-driven fraud detection pipeline behind the 1st place AGENT.AI win
ZeroCode-Career-Coach Redesigned a 7-agent pipeline into 3 LLM agents + deterministic orchestrator. ATS scoring, resume tailoring, voice mock interviews. Runs fully local on Ollama
JiuZuoShu (久坐舒) TCM self-care app for desk workers — 9-constitution quiz, personalized daily routines, stretch reminders. Zero-cost, no API key
Developer-Skills-Analysis IBM Capstone — 70k+ record pipeline analyzing tech trends with Python, SQL, and Power BI

Skills & tools

Languages: Python, R, SQL, Java, JavaScript, HTML/CSS Data: Pandas, NumPy, Scikit-learn, TensorFlow, JMP, SPSS Visualization: Power BI, Tableau, Streamlit, Folium, Matplotlib, Seaborn Cloud & Infra: Snowflake, Databricks, AWS (EC2, S3), Docker, Git AI/ML: LLM orchestration (Ollama), 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

  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…

  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