About me
I am an undergraduate student in Fudan University, majoring in Statistics and Data Science (2027 Expected).
I am passionate about intersection of Statistics and Machine Learning & Deep Learning, as well as AI Agent Development.
My research focuses on applying machine learning principles to enhance the performance of artificial intelligence systems. In parallel, I am also exploring the development of AI agent capable of leveraging large language models (LLMs) to autonomously accomplish complex tasks.
You can find my resume here: Kunjun Shu’s Resume
Welcome to visit my Blog: isKage`Blog
Email / Github / Zhihu / Kaggle
Education
- B.S. in Statistics and Data Science, Fudan University, 2027 (Expected)
News
- RA (supervised by Wenwen Li): I have developed an AI Agent (AI Medical General Doctor, AIMGD), whose target is to leverage Large Language Models (LLMs) to optimize patient-provider communication. The project has undergone preliminary trials in several community hospitals. More information is available on the website: link.
Some Projects & Github Repositories
My Github Account is isKage, and I am sharing some projects on it.
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Using Logistic Regression with LASSO regularization, I developed a Binary Classification Model based on Chest CT Images. The model achieved an accuracy rate of up to 98.30% on the test dataset (demonstrating comparable performance to CNN while using much fewer parameters). More details are available in my repository.
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Applying ResNet18 pre-trained model, I established a classification for CIFAR-10, with accuracy rate
[0.76750]in Kaggle competition. More information at my repository. -
Applying LSTM, I developed a Stock prediction model based on neural network LSTM, more information at my repository. (Notice: This repository is no longer actively maintained)
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Developed a Data-Driven Business Decision Platform using Python and Django, focusing on applying fundamental data structures and algorithms to optimize system performance. More details at my repository.
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Based on Django + MySQL framework, I developed a web prototype - Shared Learning Exchange Platform, more information at my repository.
Notes
I am sharing some notes at my blog isKage`Blog and Zhihu.
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Building Neural Networks with PyTorch: Theory and Practice - Blog link or Zhihu link.
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Data Structure and Algorithms: Based on Python - Blog link or Zhihu link.
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Notes on SQL: Based on MySQL - Blog link or Zhihu link.
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Notes on R Programming: Statistical Analysis Software - Blog link or Zhihu link.