What is loss in tensorflow evaluate()? is it MAE? MSE? how do I compare the result with other regression?

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Previous developer apply neural network and give me result of loss, MSE and MAE. How do I compare these result with my models (Linear Regression)? I can calculate MSE and MAE, but what is loss?

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