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13 Data Analyzer page 193/321 Figure 135: Choose experimental setup. Creating a Model When the Create new model and prediction option is chosen, a new regression model will be created. The model will be available in the Workspace Explorer window, and can be used to make predictions on other datasets. In addition, a prediction column (with predicted values of the target variable) is appended to the dataset that was used for training the model. Validating a Model Sometimes regression models are over-fitted, resulting in regression models performing much worse on unseen data than on the training set. Overfitting may occur if the regression model is too complex or too few records are available for model training. The complexity of a model is determined by the molegro virtual docker – user manual