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Category: Support Vector Machine

Data ScienceMachine LearningSupport Vector Machine

Accelerated K-Means and Mini-batch K-Means

Geeky CodesJuly 2, 2025July 2, 2025

Introduction Another important improvement to the K-Means algorithm was proposed in a 2003 paper by Charles Elkan. It considerably accelerates…

SVM Regression | Machine Learning from Scratch
Data ScienceMachine LearningSupport Vector Machine

SVM Regression | Machine Learning from Scratch

February 9, 2024July 1, 2025

Introduction As we mentioned earlier, the SVM algorithm is quite versatile: not only does it support linear and nonlinear classification,…

Gaussian RBF Kernel | Machine Learning from Scratch
Data ScienceMachine LearningSupport Vector Machine

Gaussian RBF Kernel | Machine Learning from Scratch

February 9, 2024April 25, 2025

Introduction In Previous blog we talked about Polynomial Kernel. In this blog we will talk about Gaussian RBF Kernel. Just…

Polynomial Kernel | Machine Learning from Scratch
Data ScienceMachine LearningPythonSupport Vector Machine

Polynomial Kernel | Machine Learning from Scratch

Geeky CodesFebruary 8, 2024April 25, 2025

In Previous blog we talked about Non Linear SVM Classifications. In this blog we will talk about Polynomial Kernel. Introduction…

Nonlinear SVM Classification | Machine Learning from Scratch
Data ScienceMachine LearningSupport Vector Machine

Nonlinear SVM Classification | Machine Learning from Scratch

Geeky CodesJanuary 31, 2024April 25, 2025

In previous blog, We read about Soft margin Classification. In this blog we will talk about Non Linear SVM Classification.…

Support Vector Machines (SVM) Algorithms
Data ScienceMachine LearningSupport Vector Machine

Support Vector Machines (SVM) Algorithms

January 28, 2024April 25, 2025

A Support Vector Machine (SVM) is a very powerful and versatile Machine Learning model, capable of performing linear or nonlinear…

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