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Application that classifies given image into one of ten available categories using neural network. Python 3 + numpy

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ImageClassifier

The application uses neural network to classify given image into one of ten available categories: “airplane”, “car”, “bird”, “cat”, “deer”, “dog”, “frog”, “horse”, “ship”, “truck”.

Requirements

  • Python 3
  • numpy
  • matplotlib
  • tkinter
  • PIL

Info

  • 'Main.py' starts the application.
  • 'appdata' contains learned weights.
  • Use 'Train.py' script to train neural network. It requires unpacked CIFAR-10 dataset placed in 'dataset' folder. It can be obtained from website: https://www.cs.toronto.edu/~kriz/cifar.html
  • 'LearningEvalutaion.py' contains functions that help to evaluate effects of training.
  • More information in the 'report.pdf' file in the 'doc' folder.

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Application that classifies given image into one of ten available categories using neural network. Python 3 + numpy

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