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StevenHuang41/README.md

πŸŠπŸ»β€β™‚οΈ Steven Huang

I enjoy breaking down complex problems, understanding them, and turning them into clean, reliable, and explainable AI systems

I hold a Master's degree in Information Technology (Artificial Intelligence) from UNSW, and most of my work sits at the intersection of data management, machine learning, AI system design, and real-world applications


🧰 Skills

  • Designing end-to-end AI systems, from data preparation to deployment
  • Building LLM-powered applications with clear structure and controllable behavior
  • Applying machine learning and reinforcement learning to practical decision-making problems
  • Writing code that is readable, reproducible, and production-aware

πŸ‘¨πŸ»β€πŸ’» Recent Work & Studying

Projects

A personal knowledge assistant that helps querying and reasoning over your own notes

  • Retrieval-Augmented Generation (RAG)
  • Hugging Face embeddings + FAISS vector search
  • Memory-safe file ingestion for large notes
  • Configurable LLM backends and environment-driven design

A full-stack machine learning application that predicts salaries and shows dynamic diagram of the relationship between preditcted result and the whole dataset

  • Data Preprocessing & Feature Engineering
  • Model Selection & Hyperparameters Optimization
  • Data Visualization
  • Frontend UI + Backend API + Database Integration

An experimental project for suggesting the behaviors (sell/buy/hold) in stock market based on historical trend

  • Q-learning / SARSA / Deep Q-learning / Deep SARSA
  • Reward design & policy behavior analysis
  • Performance visualization and comparison

Studying

LLM

  • fine-tuning
  • steering
  • rag grounding

πŸ› οΈ Tools

Languages:

python c

Database:

postgresql sqlite

Frontend:

react html5 css javascript bootstrap vite vitest

Backend & API:

fastapi flask

Dev tools & Environment:

git docker dockercompose bash vim
vscode jupyter
anaconda uv

ML/Data Frameworks & Libraries:

numpy pandas
tensorflow pytorch scikitlearn keras opencv
matplotlib seaborn
spark hadoop

πŸ‘¨πŸ»β€πŸŽ“ Seeking Job Roles

  • Data Scientist
  • ML Engineer
  • AI Engineer

πŸ“¬ Connect with Me

Popular repositories Loading

  1. RAG-based_notes_helper RAG-based_notes_helper Public

    A RAG assistant for reviewing your notes

    Python 5

  2. salary_prediction_web_application salary_prediction_web_application Public

    Python

  3. StevenHuang41 StevenHuang41 Public

  4. RL-based_Stock_Trading_Support_System RL-based_Stock_Trading_Support_System Public

    Python 1