Practical Guide to Support Vector Machines In Python

Youssef Hosni
Towards AI
Published in
12 min readOct 11, 2022

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Support vector machine (SVM) is one of the powerful machine learning algorithms that are used extensively by data scientists and machine learning practitioners. The reason for that is its capability for linear and nonlinear classification and regression. It could be used for different datasets, such as text and images. SVMs are well suited for classification problems with small and medium-sized datasets. The main reason for this

is that it has high training complexity, which will require high training time and energy. Therefore, it will be…

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