Regularization Parameter Archives

What is the role of the regularization parameter (C) in Soft Margin SVM and how does it impact the model's performance?

Monday, 07 August 2023 by EITCA Academy

The regularization parameter, denoted as C, plays a important role in Soft Margin Support Vector Machine (SVM) and significantly impacts the model's performance. In order to understand the role of C, let's first review the concept of Soft Margin SVM and its objective. Soft Margin SVM is an extension of the original Hard Margin SVM,

Published in Artificial Intelligence, EITC/AI/MLP Machine Learning with Python, Support vector machine, Soft margin SVM and kernels with CVXOPT, Examination review

Tagged under: Artificial Intelligence, Hyperparameter Tuning, Machine Learning, Regularization Parameter, Soft Margin SVM, Support Vector Machines

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What is the role of the regularization parameter (C) in Soft Margin SVM and how does it impact the model's performance?