C3W2 Assignment last layer/loss Selection

Course Q&A TensorFlow Developer Professional Natural Language Processing in TensorFlow
1

I passes this assignment 100% but I am still getting following error.

“Your model is not compatible with the dataset you defined earlier. Check that the loss function and last layer are compatible with one another.”

Anyone is having/had same issue?

2

This error usually happens when the loss function and model output don’t match. For example:

  • Use binary_crossentropy for binary classification (output layer: 1 neuron with sigmoid activation).
  • Use categorical_crossentropy for multi-class classification (output layer: softmax activation).
  • Use mse for regression (output layer: 1 neuron, no activation).

Double-check your model’s last layer and loss function. Let me know if you need help fixing it! :blush:

3

I am using categorical_crossentropy as loss and softmax activation on the last layer.