Evaluation Metrics, Overfitting/Underfitting

Select a dataset from the dropdown and click the Load Data button to load the dataset.

data-loading

Adjust the train–test split ratio using the slider below.

train-test-split

Observe the training dataset and the confusion matrix based on the training results.

training-confusion-matrix

Observe the testing dataset, the confusion matrix, and the performance metrics analysis.

testing-confusion-matrix

Click the Compare Training vs Testing button to view the comparison of training and testing values, and observe the model fit analysis based on this comparison.

comparison-analysis

Observe the Linear Regression model used to predict salaries based on years of experience. Enter a value to see the predicted salary and review the model evaluation metrics.

linear-regression