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You are not computing the loss on the test set
If I understood your code correctly, are not computing the loss on the test set, so you cannot know if you have overfitting to the training data.
ReLU and residual connections
Have you tried using ReLU activations and residual connections in your network? They might make it easier to train, reduce the time needed to optimize it and maybe even improve the final results. 8 layers is a lot to be using a tanh function with no residuals. I am really curious about this possibility.
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