This is a small fork of activatedgeek/LeNet-5 by Ciro Santilli adding better integration and automation for:
Install on Ubuntu 24.10:
sudo apt install protobuf-compiler
cd lenet
virtualenv -p python3 .venv
. .venv/bin/activate
pip install -r requirements-python-3-12.txtDownload and extract MNIST train, test accuracy, and generate the ONNX Extract MNIST images as PNG:Infer some individual images using the ONNX:Draw on a GUI and see live inference using the ONNX:TODO: the following are missing for this to work:
lenet.onnx:./train.py./extract_pngs.py./infer.py data/MNIST/png/test/0/*.png./draw.py- start a background task. This we know how to do: stackoverflow.com/questions/1198262/tkinter-locks-python-when-an-icon-is-loaded-and-tk-mainloop-is-in-a-thread/79502287#79502287
- get bytes from the canvas: all methods are ugly: stackoverflow.com/questions/9886274/how-can-i-convert-canvas-content-to-an-image
Kinesin protein walking on microtubule by XVIVO
. Source. Clip from Video "The Inner Life of the Cell by XVIVO Scientific Animation (2011)" with captions added in.Kinesin Motor Protein 3D Animation by Art of the cell
. Source. Responsible for muscle contraction.
Zero-knowledge proof vs digital signature by 
Ciro Santilli 37 Created 2025-03-17 Updated 2025-07-16
Ciro Santilli 37 Created 2025-03-17 Updated 2025-07-16 1962 Nobel Prize in Physiology and Medicine by Ciro Santilli 37 Created 2025-03-17 Updated 2025-07-16
Ciro Santilli 37 Created 2025-03-17 Updated 2025-07-16 Eukaryotes can do phagocytosis due to their cytoskeleton by Ciro Santilli 37 Created 2025-03-17 Updated 2025-07-16
Ciro Santilli 37 Created 2025-03-17 Updated 2025-07-16Power, Sex, Suicide by Nick Lane (2006) page 53 suggests that one tremendous advantage of eukaryotes over bacteria is their ability to change shape due to the presence of the cytoskeleton, and the lack of a rigid bacterial cell wall.
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