How to get standard error bars in the weights of neural network model predictions

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I am training neural network model with experimental data collected. After training the model, I am interested to get bound limits for which my assigned weights after training will exist in some interval. This will give us error bar telling that our model needs more data in certain regions while testing the model with interpolated data

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