LICENSE
README.md
pyproject.toml
setup.py
linesight/__init__.py
linesight/base.py
linesight.egg-info/PKG-INFO
linesight.egg-info/SOURCES.txt
linesight.egg-info/dependency_links.txt
linesight.egg-info/requires.txt
linesight.egg-info/top_level.txt
linesight/exceptions/__init__.py
linesight/exceptions/convergence_warning.py
linesight/exceptions/data_warning.py
linesight/exceptions/gradient_error.py
linesight/exceptions/not_fitted_error.py
linesight/exceptions/shape_error.py
linesight/metrics/__init__.py
linesight/metrics/accuracy.py
linesight/metrics/mae.py
linesight/metrics/mse.py
linesight/metrics/r2.py
linesight/metrics/rmse.py
linesight/regression/__init__.py
linesight/regression/elasticnet/__init__.py
linesight/regression/elasticnet/core.py
linesight/regression/elasticnet/engine/__init__.py
linesight/regression/elasticnet/engine/compute_loss.py
linesight/regression/elasticnet/engine/fit.py
linesight/regression/elasticnet/engine/get_history.py
linesight/regression/elasticnet/engine/predict.py
linesight/regression/elasticnet/engine/score.py
linesight/regression/elasticnet/engine/soft_threshold.py
linesight/regression/elasticnet/explain/__init__.py
linesight/regression/elasticnet/explain/explain_coefficients.py
linesight/regression/elasticnet/explain/explain_regularization.py
linesight/regression/elasticnet/visualization/__init__.py
linesight/regression/elasticnet/visualization/animate_l1_ratio_sweep.py
linesight/regression/elasticnet/visualization/compare_regularization_methods.py
linesight/regression/elasticnet/visualization/plot_actual_vs_predicted.py
linesight/regression/elasticnet/visualization/plot_coefficient_shrinkage.py
linesight/regression/elasticnet/visualization/plot_fit.py
linesight/regression/elasticnet/visualization/plot_l1_l2_balance.py
linesight/regression/elasticnet/visualization/plot_learning_curve.py
linesight/regression/elasticnet/visualization/plot_loss_curve.py
linesight/regression/lasso/__init__.py
linesight/regression/lasso/core.py
linesight/regression/lasso/engine/__init__.py
linesight/regression/lasso/engine/compute_loss.py
linesight/regression/lasso/engine/fit.py
linesight/regression/lasso/engine/get_history.py
linesight/regression/lasso/engine/predict.py
linesight/regression/lasso/engine/score.py
linesight/regression/lasso/engine/soft_threshold.py
linesight/regression/lasso/explain/__init__.py
linesight/regression/lasso/explain/explain_coefficients.py
linesight/regression/lasso/explain/explain_regularization.py
linesight/regression/lasso/explain/explain_sparsity.py
linesight/regression/lasso/visualization/__init__.py
linesight/regression/lasso/visualization/animate_coordinate_descent.py
linesight/regression/lasso/visualization/compare_with_linear.py
linesight/regression/lasso/visualization/plot_actual_vs_predicted.py
linesight/regression/lasso/visualization/plot_coefficient_shrinkage.py
linesight/regression/lasso/visualization/plot_constraint_region.py
linesight/regression/lasso/visualization/plot_feature_elimination.py
linesight/regression/lasso/visualization/plot_fit.py
linesight/regression/lasso/visualization/plot_learning_curve.py
linesight/regression/lasso/visualization/plot_loss_curve.py
linesight/regression/lasso/visualization/plot_sparsity_path.py
linesight/regression/linear/__init__.py
linesight/regression/linear/core.py
linesight/regression/linear/engine/__init__.py
linesight/regression/linear/engine/compute_loss.py
linesight/regression/linear/engine/fit.py
linesight/regression/linear/engine/get_history.py
linesight/regression/linear/engine/gradient_step.py
linesight/regression/linear/engine/predict.py
linesight/regression/linear/engine/score.py
linesight/regression/linear/explain/__init__.py
linesight/regression/linear/explain/explain_coefficients.py
linesight/regression/linear/explain/explain_fit.py
linesight/regression/linear/explain/show_equation.py
linesight/regression/linear/visualization/__init__.py
linesight/regression/linear/visualization/animate_loss_surface_path.py
linesight/regression/linear/visualization/animate_training.py
linesight/regression/linear/visualization/compare_learning_rates.py
linesight/regression/linear/visualization/plot_actual_vs_predicted.py
linesight/regression/linear/visualization/plot_fit.py
linesight/regression/linear/visualization/plot_gradient_vectors.py
linesight/regression/linear/visualization/plot_learning_curve.py
linesight/regression/linear/visualization/plot_loss_curve.py
linesight/regression/linear/visualization/plot_loss_surface.py
linesight/regression/linear/visualization/plot_prediction_intervals.py
linesight/regression/linear/visualization/plot_residuals.py
linesight/regression/linear/visualization/plot_sensitivity_analysis.py
linesight/regression/logistic/__init__.py
linesight/regression/logistic/core.py
linesight/regression/logistic/engine/__init__.py
linesight/regression/logistic/engine/compute_loss.py
linesight/regression/logistic/engine/fit.py
linesight/regression/logistic/engine/get_history.py
linesight/regression/logistic/engine/gradient_step.py
linesight/regression/logistic/engine/predict.py
linesight/regression/logistic/engine/predict_proba.py
linesight/regression/logistic/engine/score.py
linesight/regression/logistic/engine/sigmoid.py
linesight/regression/logistic/explain/__init__.py
linesight/regression/logistic/explain/explain_boundary.py
linesight/regression/logistic/explain/explain_coefficients.py
linesight/regression/logistic/explain/explain_sigmoid.py
linesight/regression/logistic/visualization/__init__.py
linesight/regression/logistic/visualization/animate_boundary.py
linesight/regression/logistic/visualization/plot_actual_vs_predicted.py
linesight/regression/logistic/visualization/plot_calibration_curve.py
linesight/regression/logistic/visualization/plot_confusion_matrix.py
linesight/regression/logistic/visualization/plot_decision_boundary.py
linesight/regression/logistic/visualization/plot_learning_curve.py
linesight/regression/logistic/visualization/plot_log_odds.py
linesight/regression/logistic/visualization/plot_loss_curve.py
linesight/regression/logistic/visualization/plot_probability_surface.py
linesight/regression/logistic/visualization/plot_residuals.py
linesight/regression/logistic/visualization/plot_roc_curve.py
linesight/regression/logistic/visualization/plot_sigmoid.py
linesight/regression/logistic/visualization/plot_threshold_sensitivity.py
linesight/regression/multiple/__init__.py
linesight/regression/multiple/core.py
linesight/regression/multiple/engine/__init__.py
linesight/regression/multiple/engine/compute_loss.py
linesight/regression/multiple/engine/fit.py
linesight/regression/multiple/engine/get_history.py
linesight/regression/multiple/engine/gradient_step.py
linesight/regression/multiple/engine/predict.py
linesight/regression/multiple/engine/score.py
linesight/regression/multiple/explain/__init__.py
linesight/regression/multiple/explain/explain_coefficients.py
linesight/regression/multiple/explain/show_equation.py
linesight/regression/multiple/visualization/__init__.py
linesight/regression/multiple/visualization/plot_3d_loss_slice.py
linesight/regression/multiple/visualization/plot_actual_vs_predicted.py
linesight/regression/multiple/visualization/plot_correlation_matrix.py
linesight/regression/multiple/visualization/plot_feature_importance.py
linesight/regression/multiple/visualization/plot_fit.py
linesight/regression/multiple/visualization/plot_learning_curve.py
linesight/regression/multiple/visualization/plot_multicollinearity.py
linesight/regression/multiple/visualization/plot_partial_regression.py
linesight/regression/multiple/visualization/plot_prediction_plane.py
linesight/regression/multiple/visualization/plot_residual_heatmap.py
linesight/regression/polynomial/__init__.py
linesight/regression/polynomial/core.py
linesight/regression/polynomial/engine/__init__.py
linesight/regression/polynomial/engine/expand_features.py
linesight/regression/polynomial/engine/fit.py
linesight/regression/polynomial/engine/predict.py
linesight/regression/polynomial/explain/__init__.py
linesight/regression/polynomial/explain/show_equation.py
linesight/regression/polynomial/visualization/__init__.py
linesight/regression/polynomial/visualization/animate_degree_increase.py
linesight/regression/polynomial/visualization/compare_degrees.py
linesight/regression/polynomial/visualization/plot_actual_vs_predicted.py
linesight/regression/polynomial/visualization/plot_basis_functions.py
linesight/regression/polynomial/visualization/plot_fit.py
linesight/regression/polynomial/visualization/plot_learning_curve.py
linesight/regression/ridge/__init__.py
linesight/regression/ridge/core.py
linesight/regression/ridge/engine/__init__.py
linesight/regression/ridge/engine/compute_loss.py
linesight/regression/ridge/engine/fit.py
linesight/regression/ridge/engine/get_history.py
linesight/regression/ridge/engine/gradient_step.py
linesight/regression/ridge/engine/predict.py
linesight/regression/ridge/engine/score.py
linesight/regression/ridge/explain/__init__.py
linesight/regression/ridge/explain/explain_coefficients.py
linesight/regression/ridge/explain/explain_regularization.py
linesight/regression/ridge/visualization/__init__.py
linesight/regression/ridge/visualization/animate_regularization.py
linesight/regression/ridge/visualization/compare_with_linear.py
linesight/regression/ridge/visualization/plot_actual_vs_predicted.py
linesight/regression/ridge/visualization/plot_bias_variance_tradeoff.py
linesight/regression/ridge/visualization/plot_coefficient_shrinkage.py
linesight/regression/ridge/visualization/plot_constraint_region.py
linesight/regression/ridge/visualization/plot_effective_degrees_of_freedom.py
linesight/regression/ridge/visualization/plot_fit.py
linesight/regression/ridge/visualization/plot_learning_curve.py
linesight/regression/ridge/visualization/plot_loss_curve.py
linesight/utils/__init__.py
linesight/utils/array_utils.py
linesight/utils/colors.py
linesight/utils/environment.py
linesight/utils/history.py
linesight/utils/validators.py
linesight/utils/viz_context.py
tests/test_elasticnet_engine.py
tests/test_history.py
tests/test_lasso_engine.py
tests/test_linear_engine.py
tests/test_logistic_engine.py
tests/test_metrics.py
tests/test_multiple_engine.py
tests/test_polynomial_engine.py
tests/test_ridge_engine.py
tests/test_validators.py