Machine Learning Model Evaluation and Performance Metrics
Model Generalization: Error and Overfitting The performance of a machine learning model is primarily assessed by its error on data. The error rate is the proportion of incorrectly classified samples to the total number of samples. Accuracy is the complement: Accuracy = 1 - Error Rate. For a dataset...