https://github.com/notshrirang/letter-recognition

The purpose of this project is to classify alphabets in various fonts. Applied various classification algorithms and got a maximum accuracy of 94.875% by using KNN.
https://github.com/notshrirang/letter-recognition

knn-classification machine-learning naive-bayes-classifier pca svc

Last synced: 8 months ago
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The purpose of this project is to classify alphabets in various fonts. Applied various classification algorithms and got a maximum accuracy of 94.875% by using KNN.

• Host: GitHub
• URL: https://github.com/notshrirang/letter-recognition
• Owner: NotShrirang
• Created: 2022-10-21T04:23:29.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2022-10-21T10:16:38.000Z (over 3 years ago)
• Last Synced: 2025-04-05T15:30:30.237Z (about 1 year ago)
• Topics: knn-classification, machine-learning, naive-bayes-classifier, pca, svc
• Language: Jupyter Notebook
• Homepage:
• Size: 2.18 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Letter recognition

Dataset - Here

### Accuracy:

With K-nearest Neighbours:

accuracy = 94.875%

Accuracy on Cross Validation data- 95.5375%

Accuracy on Testing data- 95.825%