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Open Source Projects

Open source projects, educational toolkits, and code experiments.

Demonstration of the PanNuke segmentation app
Open Source Project

Interactive Histopathology Segmentation Playground

An educational toolkit with from-scratch PyTorch implementations of UNet, UNet++, and ResNet-UNet, complete with an interactive Streamlit app for exploring the PanNuke dataset.

PyTorch Computer Vision Segmentation
Vintage IBM punch card with neural network code
Open Source Project

attogpt: A Neural Network on Punch Cards

A complete GPT implementation compressed to just 31 lines of Python, then encoded in vintage IBM punch card format. From 240 lines to 31—an 87% reduction while maintaining full functionality.

Neural Networks Code Golf Transformers Historical Computing