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shiayongshen/README.md

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🤳 About me

My name is Vincent Hsia, and I live in Taiwan 🇹🇼 now. I am currently studying for a master’s degree in Management Information System at National Chengchi University. My current main research focuses on the application of large language models. If you have any questions you would like to discuss, please feel free to contact me. 😄

🏆 Stat

     

🏫 Education

2024-today

National ChengChi University

Master of Management Information System

2020-2024

Kaohsiung Medical University

Bachelor of Healthcare Administration and Medical Informatics

💻 Skill

Programming Language

Python  JavaScript  C++  R  Go  HTML5  PHP  CSS3 

Artificial Intelligence

TensorFlow  Keras  NumPy  Pandas  PyTorch  scikit-learn  OpenCV 

Frameworks

Flask 

IDE

Visual Studio Code  CodeSandbox  Jupyter Notebook  Notepad++  RStudio 

Database

MongoDB  MySQL 

🤓 My research

The parts I was responsible for included model training, database setup and web development. We fine-tuned Resnet50 to detect students’ expressions in class, and we got 93.33% accuracy during evaluation. Besides, we also developed a Flask-based website for students and teachers to utilize, and a relation database to store results.

We used LoRA to fine-tune LLaMA-7B, and used PubMedQ&A as the dataset. We wanted to see if a large language model could analyze tokens it had not seen during pre-training. We get 68% accuracy during evaluation.

📖 Area of Interest

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Popular repositories Loading

  1. LLaMA_LoRA_in_PubMedQA LLaMA_LoRA_in_PubMedQA Public

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  3. NCKU_NLP_Practice NCKU_NLP_Practice Public

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  4. Real-time_Student_Status_Detection_System_based_on_ResNet50 Real-time_Student_Status_Detection_System_based_on_ResNet50 Public

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  5. Warm-Up_Exercise_Detection_System_based_on_Mediapipe Warm-Up_Exercise_Detection_System_based_on_Mediapipe Public

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  6. Analyzing_Telecom_Customer_Churn_with_Data_Mining Analyzing_Telecom_Customer_Churn_with_Data_Mining Public

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