SYS.RECORD 02 / PROJECTS

Projects

A selection of applied machine learning projects, data products, and interactive systems. Built to solve real problems and communicate insights clearly.

Spotify Atlas

End-to-end music intelligence platform combining ML, vector search, and interactive data systems.

  • Python
  • FastAPI
  • PostgreSQL
  • Qdrant
  • HDBSCAN
  • UMAP
  • OpenAI Embeddings
  • Next.js
  • TypeScript
  • Tailwind CSS
  • shadcn/ui
  • Docker
  • Alembic
  • React Query

Data Product

CoreAI Market Flare

End-to-end predictive ML system quantifying ZIP-level real estate market hotness using proprietary industry data, XGBoost, and SARIMA forecasting. Awarded 1st Place at 2025 UCI ICS Project Expo.

  • Python
  • XGBoost
  • Random Forest
  • LightGBM
  • SARIMA
  • K-Means
  • SQL
  • Streamlit

University

Pokémon TCG Agentic AI

An autonomous agent that plays the Pokémon Trading Card Game — reasoning through board state, hand options, and turn strategy to make competitive plays.

  • PYTHON
  • LANGCHAIN
  • AGENTS
  • LLM

ML/AI

Web Crawler

A custom-built, politeness-compliant web crawler developed for a UCI Information Retrieval course project, built from scratch in Python with multi-threaded crawling and URL frontier management.

  • PYTHON
  • MULTI-THREADING
  • URL FRONTIER MANAGEMENT

University

Healthmaxx

AI-powered health optimization app with personalized insights and recommendations.

  • PYTHON
  • AI
  • FASTAPI
  • POSTGRESQL
  • COMPUTER VISION
  • LLM

ML/AI · Coming soon