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README

What is this repository for?

  • I am going to learn how to use tensorflow and keras in one session.
  • Version 0.1

How do I get set up?

  1. First, implement a pure tensorflow code for a simple task, like MNIST digit recognition.
  2. Do the same thing in pure Keras
  3. a: Modify the pure tensorflow network by defining the model using Keras. b: Then train the network using Tensorflow optimizer.
  4. See if you can load the learned weights of a Tensorflow model onto a pure Keras model (the one defined in step 2). In other words, run the tensorflow optimization and train the network and then build a pure Keras model and set its weights using the learned weights of the Tensorflow model.

Results

Done!

  1. tf_mnist.py
  2. keras_mnist.py
  3. joint_tf_keras.py
  4. tf_to_keras_weights.py

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