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Prediction Mode

Explore how to implement prediction mode within a TensorFlow regression function. This lesson helps you configure the model to return predictions correctly using EstimatorSpec, ensuring predictions are formatted as 2-D tensors to prevent indexing errors with TFRecords datasets. Understand the necessary code structures and logical conditions to enable accurate prediction outputs.

Chapter Goals:

  • Set up the regression function’s prediction code

A. Prediction values

For the prediction mode in the regression function, we initialize and return an EstimatorSpec object containing a dictionary with the model’s predictions. The model’s predictions need to be in 2-D tensor format, with ...