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CIFAR10 using TensorFlow - tested with TensorFlow 1.12

CIFAR-10 image classifier using TensorFlow that demonstrates:

  • Download of CIFAR-10 dataset using Keras
  • Scaling of image data and one-hot encoding of the labels
  • Defining a simple CNN using the tf.layers API
  • Saving data and graph for display with TensorBoard
  • Saving checkpoints and graph as protobuf files
  • Creation of frozen graph for deployment

The Jupyter notebook can be visualized or downloaded from here.

The Python source code is here.

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CIFAR10 machine learning example using Tensorflow

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