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CatBoost

41 posts

Handling imbalanced classes in CatBoost: Techniques and Solutions

Last Updated: 23 July 2025

Gradient boosting algorithms have become a cornerstone in machine learning, particularly in handling complex datasets with heterogeneous features and noisy data. One of th...read more

Machine Learning

AI-ML-DS With Python

Data Science Blogathon 2024

Building a Stock Price Prediction Model with CatBoost: A Hands-On Tutorial

Last Updated: 23 July 2025

Have you ever wondered how adults make decisions about what to buy and sell in the stock market? Though it may appear like a bewildering professional world, have no fear !...read more

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Machine Learning

Data Science Blogathon 2024

CatBoost Feature Importance

Last Updated: 23 July 2025

In the field of machine learning, knowing which characteristics (or data points) are most significant for generating predictions can be quite critical. One way to determin...read more

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Machine Learning

AI-ML-DS With Python

Data Science Blogathon 2024

E-commerce product recommendations using catboost

Last Updated: 23 July 2025

E-commerce platforms use product recommendations to enhance customer experience and increase sales. CatBoost is a gradient boosting algorithm designed to efficiently handl...read more

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Machine Learning

AI-ML-DS With Python

Data Science Blogathon 2024

Enhancing CatBoost Model Performance with Custom Metrics

Last Updated: 23 July 2025

CatBoost, a machine learning library developed by Yandex, has gained popularity due to its superior performance on categorical data, fast training speed, and built-in supp...read more

Machine Learning

AI-ML-DS With Python

Data Science Blogathon 2024

Demand forecasting in retail using catboost

Last Updated: 23 July 2025

In the fast-paced world of retail, accurate demand forecasting is crucial for optimizing inventory management, minimizing costs, and ensuring customer satisfaction. Tradit...read more

Machine Learning

AI-ML-DS With Python

Data Science Blogathon 2024

CatBoost Training, Recovering and Snapshot Parameters

Last Updated: 23 July 2025

CatBoost means categorical boosting. It is a powerful open-source machine learning library known for its efficiency, accuracy, and ability to handle various data types. It...read more

Machine Learning

Data Science Blogathon 2024

CatBoost Ranking Metrics: A Comprehensive Guide

Last Updated: 23 July 2025

CatBoost, shortfor "Categorical Boosting," is a powerfulgradient boostinglibrary developedby Yandex. Itis renowned forits efficiency, accuracy, andability to handlecategor...read more

Machine Learning

Data Science Blogathon 2024

CatBoost's Categorical Encoding: One-Hot vs. Target Encoding

Last Updated: 23 July 2025

CatBoostis a powerfulgradient boostingalgorithm thatexcels in handlingcategorical data. It incorporatesunique methodsfor encodingcategorical features, including one-hot en...read more

Machine Learning

Data Science Blogathon 2024

Understanding the Overfitting Detector in CatBoost

Last Updated: 23 July 2025

CatBoost, a gradient boosting library developed by Yandex, is known for its efficient handling of categorical features and robust performance. One of its key features is t...read more

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Machine Learning

Data Science Blogathon 2024

Email Spam Detection using Catboost

Last Updated: 23 July 2025

In today'sdigital age, emailremains one ofthe most widelyused communicationmediums. However, the prevalenceof spam emailsposes significantchallenges forboth individualsand...read more

Machine Learning

Data Science Blogathon 2024

Visualize the Training Parameters with CatBoost

Last Updated: 23 July 2025

CatBoost is a powerful gradient boosting library that has gained popularity in recent years due to its ease of use and high performance. One of the key features of CatBoos...read more

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Machine Learning

Data Science Blogathon 2024

Transform Text Features to Numerical Features with CatBoost

Last Updated: 23 July 2025

Handling text and category data is essential to machine learning to create correct prediction models. Yandex's gradient boosting library, CatBoost, performs very well. It ...read more

Machine Learning

Data Science Blogathon 2024

Catboost Regression Metrics

Last Updated: 23 July 2025

CatBoost is a powerful gradient boosting library that has gained popularity in recent years due to its ease of use, efficiency, and high performance. One of the key aspect...read more

Machine Learning

Data Science Blogathon 2024

Catboost Classification Metrics

Last Updated: 23 July 2025

When it comes to machine learning, classification is a fundamental task that involves predicting a categorical label or class based on a set of input features. One of the ...read more

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Machine Learning

Data Science Blogathon 2024