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Convolutional Neural Network to recognize digits used in the PREN class @ HSLU

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CNN to detect digits for the PREN project @ HSLU

This repository contains notebooks, assets and a pre-trained model for a Convolutional Neural Network intended to predict digits from 28x28 images.

This CNN was used in the PREN project @ HSLU.

The repository consists of 3 parts:

  • A jupyter notebook to augment and multiply the test images in the images/ folder
  • A jupyter notebook to train a CNN using the augmented test images
  • A pre-trained model in models/

The CNN classifies the numbers 1-9 and 0 for not-a-number.

See the jupyter notebooks for more details about the image augmentation and model architecture, training and evaluation.

Graph:

Accuracy during training:


This project is published under MIT.
A Timo Furrer project.
- 🎉 -

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Convolutional Neural Network to recognize digits used in the PREN class @ HSLU

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