Instead of collecting more experimental data, synthetic data can be generated using the known knowledge of value intervals, categorical levels or distributions of the influence factors obtained from the existing data. You switched accounts on another tab or window. So a smaller value of Uniformity indicates a more uniform layer - hence, lower values are desirable. In addition to the train-test split technique, ML also employs the cross-validation technique to further assist in preventing the overfitting issue and simultaneously help to select the hyper-parameters parameters that requires pre-definition by the researcher. The ramp display combines individual graphs for easier interpretation.
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