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A convolutional neural network pre-trained for handwritten digit recognition, running in the browser via ONNX.js.

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andyjakubowski/digit-recognizer

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Digit Recognizer

A convolutional neural network pre-trained for handwritten digit recognition, running in the browser via ONNX.js.

GIF of the Digit Recognizer demo

Try it out

https://andyjakubowski.github.io/digit-recognizer/

Folder structure

dist is the demo website that runs the model.

notebooks holds my own scikit-learn model that I initially trained, but couldn’t deploy. It also includes the pre-trained model I downloaded from the ONNX Model Zoo.

Twitter thread

The goal of this project was to deploy a working machine learning model in five days. I described the details, and my learnings, in this Twitter thread.

Image of my Twitter thread describing project learnings

License

Licensed under the MIT License. The pre-trained MNIST model taken from the ONNX Model Zoo is licensed under the MIT License, too.

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A convolutional neural network pre-trained for handwritten digit recognition, running in the browser via ONNX.js.

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