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.


ML platform that transforms user listening data into a semantically-clustered, embeddings-driven visualization.

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

Data Product

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

  • PYTHON
  • XGBOOST
  • SARIMA
  • K-MEANS
  • SQL

University

An autonomous agent that plays the Pokémon Trading Card Game — reasoning through deck strategy, board state, and turn sequencing in real time.

  • PYTHON
  • LANGCHAIN
  • AGENTS
  • LLM

ML/AI · Coming soon

Scalable web crawler and data pipeline for collecting and structuring data at scale.

  • PYTHON
  • SCRAPY
  • SQL

Misc

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

  • PYTHON
  • AI
  • FASTAPI
  • POSTGRESQL

ML/AI · Coming soon