MLUno API Reference
Data Utilities
Functions for simulating and splitting data.
| make_line_data | Generate data for linear regression. |
| make_sine_data | Generate data for nonlinear regression. |
| split_data | Split the data into train and test sets. |
Regressors
Classes for regression methods.
| KNNRegressor | A class used to represent a K-Nearest Neighbors Regressor. |
| LinearRegressor | A class used to represent a Simple Linear Regressor. |
Conformal Prediction
Class for conformal prediction.
| ConformalPredictor | A class used to represent a (Split) Conformal Predictor. |
Metrics
Functions for calculating regression metrics.
| rmse | Compute the Root Mean Square Error (RMSE). |
| mae | Compute the Mean Absolute Error (MAE). |
| coverage | Compute the coverage of the prediction intervals. |
| sharpness | Compute the sharpness of the prediction intervals. |
Plotting
Function for plotting data and predictions.
| plot_predictions | Plot predictions of a regressor along with the data. |