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Manual for Assessing Consequence Categories and Hydraulic Performance

Manual for Assessing Consequence Categories and Hydraulic Performance

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The final step of this pipeline is to assess  how good our model is through performance   evaluation. Evaluation of predictive models is  one of the most crucial steps in the pipeline.   The basic idea is to develop the  model using some training samples,   but test this train model on some other  unseen samples, ideally from future data. It is important to note that the training error  is not very useful, because you can very easily   over fit the training data by using complex models  which do not generalize well to future samples.   Testing error is the key metric because  it’s a better approximation of the true   performance of the model on future samples.   The classical approach for evaluation is  through cross-validation process or CV. The main idea behind cross-validation  is to iteratively split a data set   into training and validation sets. And we  want to view the model on the training set,   and test the model on the validation  step, but do

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