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tinginde/README.md

Hi, I'm Tina (@tinginde) 👋

I'm a backend & AI engineer with a background in computational linguistics.
I build production backend systems and explore how language models work under the hood.

🔬 Research Interests

  • LLM internals & mechanistic interpretability
  • Numerical reasoning in language models
  • NLP for high-stakes / clinical contexts

🛠️ Tech Stack

Backend: Python · Node.js · FastAPI · PostgreSQL · Docker
ML/NLP: PyTorch · HuggingFace Transformers · LLaMA · RAG pipelines
Infra: GitLab CI/CD · REST APIs

📌 Current Focus

  • Investigating how LLMs internally represent numerical and clinical information
  • Prototyping RAG-based chatbots for real-world deployment
  • Building robust backend services for AI applications

Pinned Loading

  1. Tina-RAG-Lab Tina-RAG-Lab Public

    RAG Project - healthcare assistant

    Python

  2. numerical-consistency-experiment numerical-consistency-experiment Public

    Python

  3. numerical_context_analysis numerical_context_analysis Public

    Analyzes how LLM hidden states represent the same number differently depending on context (age, temperature, medical vitals, etc.) using LLaMA, PCA, and cosine similarity.

    Python

  4. morning-monster-buster morning-monster-buster Public

    CSS

  5. YiJingDivinationApp YiJingDivinationApp Public

    An interactive web app providing YI Ching divinations, offering insights into personal growth and decision-making through ancient wisdom.

    Python