๐ Hi there! I'm Guoying Liao, aka David. Welcome to my GitHub profile, where you'll find my adventures in coding, research, and a few personal interests.
You can reach me via email at:
- ๐ฉ 3208010014@i.smu.edu.cn
- ๐ฉ lgy112112@gmail.com
You can reach me via a green little Chinese App:
- ๐ฝ lgy112lgy112
๐ป I have been providing code outsourcing services, so if you are interested in collaborating, feel free to contact me.
๐ Most of my projects are completed on Lightning AI Studio. Due to client privacy requirements, I can only make a few projects public. If you need to see more, please get in touch with me.
Thank you for visiting my profile, and I hope you find something interesting here! ๐
- Name: Guoying Liao (David)
- Hobbies: Longboard ๐น, guitar ๐ธ, customization ๐ง, chat ๐ฌ
- Some Fun Facts:
- ๐ Participated in the Canton Fair twice, where I successfully traded with many overseas friends and earned my first significant income (which I spent on an iPad Pro). I have to say I hate India accent (they are good partners tho).
- ๐ฅ Interned at the General Hospital of the Peopleโs Liberation Army in Beijing, working as a physicist in the oncology department. I was responsible for dose control and QA/QC.
- ๐ค Realized women (no offense but) slow me down coding.
- ๐งโ๐คโ๐ง Have 10+ boy friends.
- ๐ฃ๏ธ Taught 100+ on oral English for free (sometimes for a coke).
- ๐ Always McDonald's!
- 2020-2024: Southern Medical University, specializing in Oncology Radiology.
- 2024-: Chinese University of Hong Kong, pursuing Biomedical Engineering.
- ๐ The m6A methyltransferase METTL3 affects cell proliferation and migration by regulating YAP expression in Hirschsprung disease
- ๐ Association of rs2435357 and rs2506030 polymorphisms in RET with susceptibility to Hirschsprung disease: A systematic review and meta-analysis
- Role: Data processing and visualization
- Published on: 2022, as undergraduate
- Shout out: my good fellas in Clinical College
-
Abdominal Multi-Organ Segmentation with ResUNet and ViT-UNet
- ๐ Published Code: Lightning AI Full Development Version
- ๐ Teaching Version on Kaggle: Kaggle Notebook
- Key Contribution: Developed a novel loss function, DiceCELossWithKL, which improved F1/IoU scores in a very optimistic extent.
- ๐ Published Nova Loss on GitHub: DiceCELossWithKL
-
Ultrasound Nerve Segmentation with ViT and Superpixel Tokenization
- ๐ Competition: Ultrasound Nerve Segmentation | Kaggle
- ๐ Code: vitthing (lightning.ai)
- Innovation: Introduced superpixel tokenization for finer segmentation, utilizing image texture and color information to generate superpixel blocks of varying sizes and shapes.
-
Crested Porcupine Optimizer (CPO) in Python
- ๐ Original MATLAB Code: Crested Porcupine Optimizer MATLAB Code
- ๐ My Python Implementation (proud to say I am the 1st to do): pyCPO on GitHub
- Achievement: Migrated the CPO algorithm to Python, demonstrating its superiority in a practical project.
-
Experimenting with KAN (Kolmogorov-Arnold Network)
- ๐ Stock Market Prediction: Stocks Prediction Tutorial, KAN_Stocks
- ๐ผ๏ธ Image Tasks (CIFAR10): KAN vs VGG on CIFAR10
- Focus: Exploring the potential of the latest academic ideas in deep learning.
-
Many More Available on My Lightning Studio
- ๐ You want to see you call me maybe.
-
Deep Learning Tutorials
- ๐ Building a Language Model: NLP-Tutorial-How-to-be-Shakespeare
- ๐ง General Deep Learning Pipeline: DeepLearning-Tutorial-Chinese
- ๐ Understanding KAN: Efficient-KAN-in-Chinese
- ๐ผ๏ธ ViT for Image Classification: simple-ViT-tutorial-to-recognize-taylor-and-olivia
- ๐ Solving a Topology Math Problem: mathproblem
- โก Example of FastAi Usage: FastAi Example
- ๐ฝ Tutorial on MNIST Using MLP with Multi-View Training Method and KAN: MNIST Tutorial
Feel free to explore my repositories and reach out if you have any questions or collaboration ideas. Happy coding! ๐ธ๐น