CIFAR10 machine learning example using Keras
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CIFAR10 machine learning example using Tensorflow & Keras

Tested with Tensorflow ver 1.12

Demonstrates the following:

  • how to create a simple CNN using a Keras sequential model
  • how load the CIFAR10 dataset and normalize the image values.
  • how to set up Keras callbacks for Tensorboard logging, early stopping and checkpoint saving.
  • how to compile, train, evaluate the model.
  • how to make predictions with the trained model.
  • how to save the Keras model as HDF5 and JSON formats.
  • how to freeze the TF graph to a protobuf file from Keras

Jupyter notebook here.

Python source code here.