Difference between classification and regression with SVMs

0 votes
What is the exact difference between a Support Vector Machine classifier and a Support Vector Machine regression machine?
Feb 28, 2022 in Machine Learning by Dev
• 6,000 points
875 views

No answer to this question. Be the first to respond.

Your answer

Your name to display (optional):
Privacy: Your email address will only be used for sending these notifications.
0 votes
Support Vector Machines can be used for types of Machine Learning tasks like classification and regression.
SVM classifier is used for binary classification. SVM regression is used for regression
SVM classifier is popular for machine learning tasks and is a widely deployed algorithm, compared to SVM regression.
Regarding the loss function, hinge loss is used for SVM classification and epsilon insensitive loss function is used for SVM regression.

Kernels are used as hyperparameters in SVM that control the behavior of the algorithm.
answered Feb 28, 2022 by Nandini
• 5,480 points

edited Mar 5

Related Questions In Machine Learning

0 votes
1 answer

Difference between classification and regression score in Python scikit learn

Classification Score is used for discrete values ...READ MORE

answered Feb 24, 2022 in Machine Learning by Nandini
• 5,480 points
705 views
0 votes
1 answer

difference between classification and regression in k-nearest neighbor?

In classification tasks, the user tries to ...READ MORE

answered Mar 4, 2022 in Machine Learning by Dev
• 6,000 points
2,811 views
0 votes
1 answer

Difference between Regression and classification in Machine Learning?

The goal of regression is to forecast ...READ MORE

answered Mar 4, 2022 in Machine Learning by Dev
• 6,000 points
980 views
0 votes
1 answer

What is the difference between linear regression and logistic regression?

Hi Dev, to answer your question Linear Regression ...READ MORE

answered Feb 2, 2022 in Machine Learning by Nandini
• 5,480 points
1,291 views
0 votes
1 answer
0 votes
1 answer

Use different distance formula other than euclidean distance in k means

K-means is based on variance minimization. The sum-of-variance formula ...READ MORE

answered Jun 21, 2018 in Data Analytics by Sahiti
• 6,370 points
1,760 views
0 votes
1 answer

Overfitting vs Underfitting

In statistics and machine learning, one of ...READ MORE

answered Jul 11, 2018 in Data Analytics by CodingByHeart77
• 3,750 points
1,294 views
+1 vote
1 answer

How to handle Nominal Data?

Nominal data is basically data which can ...READ MORE

answered Jul 24, 2018 in Data Analytics by Abhi
• 3,720 points
745 views
+2 votes
2 answers

How to handle outliers

There are multiple ways to handle outliers ...READ MORE

answered Jul 24, 2018 in Data Analytics by Abhi
• 3,720 points
1,088 views
webinar REGISTER FOR FREE WEBINAR X
REGISTER NOW
webinar_success Thank you for registering Join Edureka Meetup community for 100+ Free Webinars each month JOIN MEETUP GROUP