https://github.com/jackkimmins/alpha-class

Convolutional Neural Network for classifying drawn alphanumeric characters using EMNIST/MNIST datasets, with a Vue.js Canvas UI, as a PWA.
https://github.com/jackkimmins/alpha-class

canvas-api emnist mnist neural-network pwa python tensorflow vuejs

Last synced: about 2 months ago
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Convolutional Neural Network for classifying drawn alphanumeric characters using EMNIST/MNIST datasets, with a Vue.js Canvas UI, as a PWA.

• Host: GitHub
• URL: https://github.com/jackkimmins/alpha-class
• Owner: jackkimmins
• Created: 2024-02-16T12:56:18.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2024-02-18T10:20:46.000Z (over 2 years ago)
• Last Synced: 2025-03-27T00:54:03.609Z (over 1 year ago)
• Topics: canvas-api, emnist, mnist, neural-network, pwa, python, tensorflow, vuejs
• Language: PureBasic
• Homepage: https://alpha-class.appserver.uk
• Size: 18.7 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
![Alpha Class Project Logo](https://raw.githubusercontent.com/jackkimmins/Alpha-Class/main/web/favicons/android-chrome-192x192.png)

# Alphanumeric Character Classifier

A webapp that uses a TensorFlow Convolutional Neural Network (CNN) to classify alphanumeric characters drawn by the user. It combines EMNIST and MNIST datasets for training and utilises Vue.js with the Canvas API.

Demo Site: [https://alpha-class.appserver.uk/](https://alpha-class.appserver.uk/)

## ### Model Architecture

![Model](https://alpha-class.appserver.uk/img/model.png)