Introduction to Explainable Machine Learning Methods

1. Concept Machine learning is an important branch of artificial intelligence, focusing on improving the performance of computer systems or algorithms through learning from experience data to adapt to various environments and tasks. As machine learning becomes increasingly integrated into everyday life and widely applied, people are becoming more reliant on the critical decisions made … Read more

Understanding the Decision Process of XGBoost Machine Learning Model

Understanding the Decision Process of XGBoost Machine Learning Model

Using the XGBoost algorithm often yields good results in Kaggle and other data science competitions, which has made it popular. This article analyzes the prediction process of the XGBoost machine learning model using a specific dataset, and by employing visualization techniques to display the results, we can better understand the model’s prediction process. As the … Read more

Understanding the Decision Process of XGBoost Machine Learning Models

Understanding the Decision Process of XGBoost Machine Learning Models

Selected from Ancestry Author: Tyler Folkman Translated by Machine Heart Contributors: Liu Xiaokun, Li Zenan The algorithm using XGBoost often achieves good results in Kaggle and other data science competitions, making it popular (see: Why Does XGBoost Perform So Well in Machine Learning Competitions?). This article analyzes the prediction process of the XGBoost machine learning … Read more

Understanding the Decision Process of XGBoost Machine Learning Model

Understanding the Decision Process of XGBoost Machine Learning Model

Using the XGBoost algorithm often yields good results in Kaggle and other data science competitions, making it popular among practitioners. This article analyzes the prediction process of the XGBoost machine learning model using a specific dataset and demonstrates the results through visualization, allowing us to better understand the model’s prediction process. As the industrial application … Read more