| from sklearn.ensemble import RandomForestClassifier | |
| def train_model(X_train, y_train): | |
| """ | |
| Train a Random Forest Classifier. | |
| Args: | |
| X_train (pd.DataFrame): Training features. | |
| y_train (pd.Series): Training labels. | |
| Returns: | |
| model: Trained Random Forest model. | |
| """ | |
| model = RandomForestClassifier(random_state=42) | |
| model.fit(X_train, y_train) | |
| return model | |