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Convolutional Neural Network for Car Recognition

A simple convolutional neural network for car recognizer using keras library that achieves over 95% accuracy

Setup:

  • Simply pip install -r dependencies.txt or
  • Install sklearn using sudo pip install sklearn
  • Install keras using sudo pip install keras
  • Install skimage using sudo pip install scikit-image

Architecture:

  • Conv layer
  • ReLU activation
  • Pool layer
  • Conv layer
  • ReLU activation
  • Pool layer
  • Fully connected layer
  • Softmax layer

Execute:

python predict.py for prediction

Keras REST API :

  • run the server run_keras_server.py
  • Submit a request via cURL curl -X POST -F [email protected] 'http://localhost:5000/predict'
  • Submita a request via Python python simple_request.py

Result:

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