LightGBM

Handling Categorical Features using LightGBM

Last Updated: 24 April 2025

In the realm of machine learning and predictive modelling, the effective handling of categorical features is a vital task, often crucial to ...read more

LightGBM Regularization parameters

Last Updated: 25 October 2023

LightGBM is a powerful gradient-boosting framework that has gained immense popularity in the field of machine learning and data science. It ...read more

LightGBM Histogram-Based Learning

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LightGBM Tree Parameters

Last Updated: 25 October 2023

In the ever-evolving landscape of machine learning, gradient-boosting algorithms have gained significant traction due to their exceptional p ...read more

Last Updated: 24 April 2025

In the era of Machine learning and Data science, various algorithms and techniques are used to handle large datasets for solving real-world ...read more

LightGBM Boosting Algorithms

Last Updated: 24 April 2025

A machine learning approach called "boosting" turns several poor learners into strong learners. A model that is a poor learner can only marg ...read more

Cross-validation and Hyperparameter tuning of LightGBM Model

Last Updated: 24 April 2025

In a variety of industries, including finance, healthcare, and marketing, machine learning models have become essential for resolving challe ...read more

LightGBM Leaf-wise Tree Growth Strategy

Last Updated: 18 October 2023

When it comes to machine learning and data analysis, decision trees are a fundamental tool used for classification and regression tasks. Lig...read more

Train a model using LightGBM

Last Updated: 24 April 2025

Light Gradient Boosting Machine (LightGBM) is an open-source and distributed gradient boosting framework that was developed by Microsoft Cor...read more

LightGBM Feature Importance and Visualization

Last Updated: 07 August 2024

When it comes to machine learning, model performance depends heavily on feature selection and understanding the significance of each feature...read more

Multiclass classification using LightGBM

Last Updated: 24 April 2025

While solving problems in real life it is very rare that we only come across binary classification problems because there are times when we ...read more

Regression using LightGBM

Last Updated: 24 April 2025

In this article, we will learn about one of the state-of-the-art machine learning models: Lightgbm or light gradient boosting machine. After...read more

Binary classification using LightGBM

Last Updated: 24 April 2025

In this article, we will learn about one of the state-of-the-art machine learning models: Lightgbm or light gradient boosting machine. After...read more

LightGBM Model evaluation metrics

Last Updated: 06 October 2023

LightGBM (Light Gradient Boosting Machine) is a popular gradient boosting framework developed by Microsoft known for its speed and efficienc ...read more