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Tag: regression

CART Algorithm: The Foundation of Interpretable Machine Learning and Decision Trees
Decision Trees Data Mining Machine Learning

CART Algorithm: The Foundation of Interpretable Machine Learning and Decision Trees

August 6, 2025August 7, 2025

CART (Classification and Regression Trees) stands as one of the most interpretable and versatile algorithms in machine learning. Developed by Leo Breiman and colleagues in

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CART, Classification, regression, decision trees, interpretable machine learning, tree pruning
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k-Nearest Neighbors (kNN): The Intuitive Algorithm That Powers Recommendation Systems
Data Mining Machine Learning Classification Algorithms

k-Nearest Neighbors (kNN): The Intuitive Algorithm That Powers Recommendation Systems

August 6, 2025August 7, 2025

The k-Nearest Neighbors (kNN) algorithm stands as one of the most intuitive and fundamentally simple algorithms in machine learning, yet it remains remarkably effective across

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Classification, regression, knn, k-nearest neighbors, lazy learning, instance-based learning
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k-means Clustering

February 22, 2014

The k-means algorithm, a straightforward and widely used clustering algorithm. Given a set of objects (records), the goal of clustering or segmentation is to divide

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means, unsupervised, method, algorithm, Note, algorithms, notion, cluster, procedure, clustering, purposes, data, regression, Given, segmentation, goal, task, k, tasks, k-means, Thus
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