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Questions and Answers
Who introduced the Support Vector Machine classifier?
Who introduced the Support Vector Machine classifier?
What is another name for Support Vector Machines (SVM)?
What is another name for Support Vector Machines (SVM)?
In SVM, what does a hyperplane do?
In SVM, what does a hyperplane do?
When is a data set considered linearly separable in the context of SVM?
When is a data set considered linearly separable in the context of SVM?
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What is the primary characteristic of Support Vector Machines (SVM) as a classification technique?
What is the primary characteristic of Support Vector Machines (SVM) as a classification technique?
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Study Notes
Machine Learning Summer 2023 Lecture 15: Support Vector Machine Classifier
- Topic: Support Vector Machine (SVM) - Hard Margin
- Instructor: Dr. Tanmay Basu
- Scribes: Not subjected to usual scrutiny for formal publications
- Contact: [email protected] for queries/suggestions
- SVM: Useful and robust classification technique
- Also known as maximum margin classifier
- Introduced by Vapnik and Chervonenkis
- Method finds a hyperplane to separate data of two classes
- Focus of article: SVM for linearly separable data
- Definition of linearly separable data
- Example of linearly separable data with positive and negative categories
- Reference to Figure 15.1 showing linearly separable data
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Description
Test your understanding of support vector machine (SVM) classifiers with this machine learning quiz. Challenge your knowledge of hard margin SVM, and solidify your understanding of the lecture material.
