--- title: CatBoost: Gradient Boosting for Categorical Data | daily.dev description: CatBoost is a gradient boosting algorithm that, like XGBoost, builds decision trees sequentially. Its key differentiator is native handling of categorical... canonical: https://daily.dev/posts/catboost-gradient-boosting-for-categorical-data-rrbjie86h twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: CatBoost: Gradient Boosting for Categorical Data | daily.dev og:description: CatBoost is a gradient boosting algorithm that, like XGBoost, builds decision trees sequentially. Its key differentiator is native handling of categorical... og:url: https://daily.dev/posts/catboost-gradient-boosting-for-categorical-data-rrbjie86h og:image: https://api.daily.dev/og/posts/rrbJIe86h.png og:image:alt: CatBoost: Gradient Boosting for Categorical Data og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # CatBoost: Gradient Boosting for Categorical Data **[Medium](https://daily.dev/sources/medium_js)** · 1 min read · 0 upvotes · 0 comments ## Summary CatBoost is a gradient boosting algorithm that, like XGBoost, builds decision trees sequentially. Its key differentiator is native handling of categorical features through built-in encoding techniques, eliminating the need for manual preprocessing. It also incorporates mechanisms to reduce overfitting. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Top Gradient Boosting Methods](https://daily.dev/posts/top-gradient-boosting-methods-5ntnsgx1c) · Daily Dose of Data Science \| Avi Chawla \| Substack · 1 upvotes · 0 comments - [Issue \#138 - A Field Guide to Tree Models](https://daily.dev/posts/issue-138---a-field-guide-to-tree-models-vzxgfgd2h) · Machine Learning Pills · 0 upvotes · 0 comments - [My first experiment with gradient boosting](https://daily.dev/posts/my-first-experiment-with-gradient-boosting-tjnxetq3w) · Medium · 0 upvotes · 0 comments - [The Machine Learning “Advent Calendar” Day 21: Gradient Boosted Decision Tree Regressor in Excel](https://daily.dev/posts/the-machine-learning-advent-calendar-day-21-gradient-boosted-decision-tree-regressor-in-excel-7hgnbjjwp) · Towards Data Science · 0 upvotes · 0 comments - [The Machine Learning “Advent Calendar” Day 20: Gradient Boosted Linear Regression in Excel](https://daily.dev/posts/the-machine-learning-advent-calendar-day-20-gradient-boosted-linear-regression-in-excel-pyq8ubtqq) · Towards Data Science · 0 upvotes · 0 comments --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning) [View this post on daily.dev](https://daily.dev/posts/catboost-gradient-boosting-for-categorical-data-rrbjie86h) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"CatBoost: Gradient Boosting for Categorical Data","url":"https://daily.dev/posts/catboost-gradient-boosting-for-categorical-data-rrbjie86h","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/catboost-gradient-boosting-for-categorical-data-rrbjie86h"},"datePublished":"2026-07-23T20:36:59.597Z","dateModified":"2026-07-23T20:38:29.410Z","description":"CatBoost is a gradient boosting algorithm that, like XGBoost, builds decision trees sequentially. 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