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  1. Decision Tree Algorithms - GeeksforGeeks

    Dec 17, 2025 · Decision trees are widely used machine learning algorithms and can be applied to both classification and regression tasks. They work by splitting data based on feature values, forming a …

  2. Decision tree learning - Wikipedia

    Decision tree learning is a supervised learning approach used in statistics, data mining and machine learning. In this formalism, a classification or regression decision tree is used as a predictive model …

  3. What is a decision tree? - IBM

    What is a decision tree? A decision tree is a non-parametric supervised learning algorithm, which is utilized for both classification and regression tasks. It has a hierarchical, tree structure, which …

  4. 1.10. Decision Trees — scikit-learn 1.8.0 documentation

    Decision Trees (DTs) are a non-parametric supervised learning method used for classification and regression. The goal is to create a model that predicts the value of a target variable by learning s...

  5. Decision Tree Algorithm - Analytics Vidhya

    May 1, 2025 · A decision tree algorithm is a machine learning algorithm that uses a decision tree to make predictions. It follows a tree-like model of decisions and their possible consequences.

  6. Decision Tree Algorithm overview explained - TowardsMachineLearning

    Decision Tree is a robust machine learning algorithm that also serves as the building block for other widely used and complicated machine learning algorithms like Random Forest, XGBoost, AdaBoost …

  7. 6.4: Decision Trees - Engineering LibreTexts

    Apr 22, 2025 · Decision trees combine simplicity and flexibility in data analysis. They are simple structures to understand and create, inspired by the way our minds make choices. Decision trees …

  8. What is a decision tree? [Practical examples & use cases 2026]

    Sep 22, 2025 · Decision trees power everything from project workflows to predictive models, supporting both classification and regression tasks. They’re easy to build and interpret. You can sketch one …

  9. Decision tree - Wikipedia

    Traditionally, decision trees have been created manually. A decision tree is a decision support recursive partitioning structure that uses a tree-like model of decisions and their possible consequences, …

  10. Decision Trees Made Simple: Machine Learning Explained

    Jun 26, 2025 · Decision Tree refers to a tree-like structure that tries to mimic human decision making by splitting the data into smaller and smaller sub-groups based on certain decision criteria or certain rules.