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AbrahamWG/README.md

๐Ÿ‘‹ Hi, I'm Abraham Guan

LinkedIn Email GitHub

Data Science @ UC Berkeley


About Me

  • Junior at University of California, Berkeley (Data Science, ML/AI focus)
  • Passionate about Reinforcement Learning, Multi-Agent Systems, and Full-Stack AI Development
  • Originally from Jakarta, Indonesia ๐Ÿ‡ฎ๐Ÿ‡ฉ โ†’ now in Berkeley, CA ๐Ÿ‡บ๐Ÿ‡ธ
  • Former AI Engineer @ Stockbit (8M+ users)
  • Coffee enthusiast โ˜•

Highlighted Projects

  • IShowStream โ€“ Real-time Twitch chat analysis platform with 5 AI agents processing 1000+ messages/minute (Python, Go, Gemini, Cloud Run, WebSockets).
  • Smart GitHub Documentation Agent โ€“ AI-powered tool generating multi-level documentation for any GitHub repo, 60% faster with parallel processing (Python, FastAPI, React, Gemini API, Docker).
  • Stockbit FAQ Chatbot โ€“ Fine-tuned Llama3 customer support bot handling 1000+ daily queries with 90%+ satisfaction (Python, Flask, NLP).
  • Cook County Housing Prediction โ€“ ML model exposing assessment bias across 204K+ properties with custom fairness metrics (Python, Scikit-learn, SQL).
  • Jam.AI โ€“ GPT-powered diabetes health assistant generating personalized meal plans (Python, GPT-3.5).
  • Email Spam Detection โ€“ Logistic regression filter achieving 93% accuracy with 15+ engineered features (Python, Scikit-learn).

Languages & Tools

Python JavaScript TypeScript Go React NodeJS Java C++ R PostgreSQL Docker Kubernetes TensorFlow Git


Let's Connect!

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  1. Stockbit_Chatbot_RAG Stockbit_Chatbot_RAG Public

    A chatbot designed to answer FAQ from Stockbit clients using RAG.

    Jupyter Notebook

  2. JosephDavisC/Jam.AI JosephDavisC/Jam.AI Public

    Jam.AI - Your Personal Health Assistant for Managing Diabetes

    JavaScript 1