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All Projects → guillaumegenthial → tf-estimator-basics

guillaumegenthial / tf-estimator-basics

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Train, predict, export and reload a tf.estimator for inference

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python
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Makefile
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tensorflowtensorflow-servingtensorflow-estimator

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Tensorflow Estimator Basics

Train, predict, export and reload a tf.estimator for inference on a dummy example.

Read the blog post

Quickstart

make run

Details

  • model.py defines the model_fn
  • train.py trains an Estimator using the model_fn
  • export.py exports the Estimator as a saved_model
  • predict.py reloads an Estimator and uses it for prediction
  • serve.py reloads the inference graph from the saved_model format and uses it for prediction
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