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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. 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...

  4. 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.

  5. Decision Tree Algorithm overview explained - TowardsMachineLearning

    What is a Decision Tree Algorithm? A Decision Tree is a tree-like graph with nodes representing the place where we pick an attribute and ask a question; edges represent the answers to the question, …

  6. Decision Tree in Machine Learning: How They Work + Examples

    Oct 29, 2025 · What is a Decision Tree? A decision tree is a supervised learning algorithm that makes predictions by learning a series of if-then-else decision rules from training data.

  7. 3 Greedy Algorithms for Decision Trees, Explained with Examples

    Sep 2, 2025 · Decision trees are intuitive, flowchart-like models widely used in machine learning. In machine learning, they serve as a fundamental building block for more complex ensemble models …

  8. 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 …

  9. Decision Tree Algorithm: Interpretable Classification Method …

    The Decision Tree Algorithm is one of the most popular and interpretable machine learning algorithms used for classification and regression problems. Unlike black-box models such as neural networks, …

  10. Decision Tree - GeeksforGeeks

    Jun 30, 2025 · A Decision Tree helps us to make decisions by mapping out different choices and their possible outcomes. It’s used in machine learning for tasks like classification and prediction. In this …