Model Tuner 0.0.26b

Model Tuner Version 0.0.26b Changelog

Release Notes Summary

• Optimal threshold: Users can now specify target precision or recall and an optimal threshold is computed for that
• Finalised testing: coverage is now at 86% total
• New get_feature_names() helper function for extracting features
• n_estimators calculation for boosting algorithms is now fixed

What's Changed

• Fix: AttributeError in get_feature_selection_pipeline with RFE and calibrate=True by @lshpaner in #144
• Fix: Incorrect Iteration Over score String in calibrateModel by @lshpaner in #146
• Add Printout of Rebalanced Classes in KFold Outputs by @lshpaner in #148
• Fix Inaccurate Confusion Matrix Counts Across Folds by @lshpaner in #150
• Pp tests ii by @panas89 in #153
• AF Tests by @elemets in #154
• GroupKFold by @elemets in #155
• added new logic for calc. fold metrics in report_model_metrics by @lshpaner in #156
• Pp tests iii by @panas89 in #159
• Account for Threshold Tuning in K-Fold Classification and Metrics Reporting by @lshpaner in #162
• Updated return_dict logic in return_metrics by @lshpaner in #165
• updated dict logic in return_metrics by @lshpaner in #168
• Pp tests iv by @panas89 in #167
• Modified aggregated_y_pred to aggregated_y_prob inside brier_score_loss by @lshpaner in #164
• updated bin class. test; (+) multilabel test by @lshpaner in #169
• AF tests IV by @elemets in #170
• updated threshold print logic by @lshpaner in #172
• added unittest for catboost_n_iterations, upd. (+1) inside model_tuner… by @lshpaner in #175
• Tests for feature selection pipeline by @elemets in #177
• Pp tests v by @panas89 in #176
• added shap script by @lshpaner in #178
• Calibrate report remove by @elemets in #179
• Adding tests for early stopping fit with and without a score by @elemets in #180
• Calculate Metrics by @elemets in #181
• Move logo to different script; streamlined by @lshpaner in #182
• added new method and script for threshold optimization by @lshpaner in #184
• get_feature_names by @elemets in #185

Full Changelog: 0.0.24a...0.0.26b