Comparison and Tuning of XGBoost, LightGBM, and CatBoost Algorithms

Comparison and Tuning of XGBoost, LightGBM, and CatBoost Algorithms

Author: louwill Although deep learning is currently very popular, Boosting algorithms represented by XGBoost, LightGBM, and CatBoost still have a wide range of applications. Leaving aside the applications of deep learning suitable for unstructured data such as images, text, speech, and video, Boosting algorithms remain the first choice for structured data with fewer training samples. … Read more

High-Scoring Model Solution in Machine Learning Competition Using XGBoost, LightGBM, and LSTM

High-Scoring Model Solution in Machine Learning Competition Using XGBoost, LightGBM, and LSTM

Programmers transitioning to AI are following this accountπŸ‘‡πŸ‘‡πŸ‘‡ 1 Data Exploration and Preprocessing 1.1 Competition Review Background As the world’s largest clean energy source, solar energy is renewable and non-polluting compared to coal and oil; as long as there is sunlight, there is solar energy. Therefore, the utilization of solar energy has been prioritized as … Read more

Understanding CatBoost Alongside XGBoost and LightGBM

Understanding CatBoost Alongside XGBoost and LightGBM

This article provides an overview of the content: 1. Introduction to CatBoost CatBoost is a machine learning library open-sourced by the Russian search giant Yandex in 2017 and is a type of Boosting algorithm. CatBoost, along with XGBoost and LightGBM, is known as one of the three mainstream tools for GBDT, all of which are … Read more

Deep Dive Into Python Machine Learning Library LightGBM

Deep Dive Into Python Machine Learning Library LightGBM

Deep Dive Into Python Machine Learning Library LightGBM Xiaoming: Sister Xiaoli, I’m working on a machine learning project and I feel that model training is really difficult. Is there a useful library that can make it easier for me? 😩 Sister Xiaoli: Of course! πŸ™Œ Today, I will tell you about LightGBM, which is a … Read more

LightGBM: The Rising Star of Fast Machine Learning

LightGBM: The Rising Star of Fast Machine Learning

LightGBM: The Rising Star of Fast Machine Learning! Hello everyone, I am an experienced Python tutorial author. Today we will learn about an exciting machine learning library – LightGBM. With its extremely fast training speed and excellent performance, it is highly sought after in the field of data science. Let’s explore the magic of LightGBM … Read more