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Machine Learning

Support Vector Machine

SVM
Machine Learning· Intermediate

Definition

A supervised learning algorithm that finds the optimal hyperplane separating data into classes by maximizing the margin between the closest data points (support vectors) of each class. Highly effective for high-dimensional data and binary classification tasks.

Enterprise Context

Used in document classification, anomaly detection, and bioinformatics. Remains competitive in domains with limited training data where deep learning is overkill.

Tags

#supervised#classification#classical
MS
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