Classification Models, Machine Learning - Data MiningLeave a comment

Binary Classification Evaluation Summary

January 15, 2020July 31, 2020 Tung.M.Phung

This article attempts to summarize the popular evaluation metrics for binary classification problems. Continue reading Binary Classification Evaluation Summary

Classification Models, Machine Learning - Data MiningLeave a comment

Precision-Recall curve: an overview

January 12, 2020July 31, 2020 Tung.M.Phung

We introduce an alternative for the ROC: the Precision-Recall curve (PR-curve), which is a more reliable measurement for the cases when Positive samples are rare. Continue reading Precision-Recall curve: an overview

Classification Models, Machine Learning - Data MiningLeave a comment

ROC curve and AUC: a comprehensive overview

January 10, 2020July 31, 2020 Tung.M.Phung

The well-known ROC curve plot, the Area Under the ROC Curve (AUC), and its variants. Continue reading ROC curve and AUC: a comprehensive overview

Machine Learning - Data Mining, Regression ModelsLeave a comment

Linear Regression in Python

December 6, 2019July 31, 2020 Tung.M.Phung

Train and cross-validate your Linear regression on Python with pre-defined or customized evaluation functions. Continue reading Linear Regression in Python

Machine Learning - Data Mining, Regression ModelsLeave a comment

Regression Objective and Evaluation Functions

October 4, 2019November 15, 2020 Tung.M.Phung

This article differentiate objective functions from evaluation functions and elaborate some examples of them. Continue reading Regression Objective and Evaluation Functions

Tung M Phung's Blog

Tag: evaluation function

Binary Classification Evaluation Summary

Precision-Recall curve: an overview

ROC curve and AUC: a comprehensive overview

Linear Regression in Python

Regression Objective and Evaluation Functions