Bootstrapping with neural networks

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I am trying to establish 95% confidence intervals for metrics such as root mean square error, accuracy, precision etc for a neural network using the bootstrap method.

For 1,000 bootstraps, do I run the model 1,000 times and use those results, or do I bootstrap the model's results from one run through and use those results?

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