mlproject.corr_analysis.dependency_graph

mlproject.corr_analysis.dependency_graph#

Functions for evaluating dependencies between feature sets and target variables using RandomForestRegressor and K-Fold cross-validation.

Functions

evaluate_feature_set_relationships

Computes cross-validated regression metrics (mean ± std) between two feature sets and a target.

evaluate_feature_set_to_feature

Train RandomForestRegressor models to predict each column in Y_targets from X_source using K-Fold cross-validation.

evaluate_features_to_target

Predict a target from features using KFold cross-validation.

Classes