Question: - Differentiate between LinearSVC, SVC , and SGDClassifier in the scikit - learn library. Highlight the key distinctions among these classes and explain how to
Differentiate between LinearSVC, SVC and SGDClassifier in the scikitlearn library. Highlight the key distinctions among these classes and explain how to select the most suitable class for a machine learning challenge.
If you have trained an SVM classifier using an RBF kernel, and it appears to underfit the training data, can you explain how you would adjust the parameters to improve the model? Would you increase or decrease the gamma parameter, and how would changes to the C parameter affect the models performance? Provide reason focusing on the impact of each parameter on the models complexity and its ability to fit the training set more accurately.
Step by Step Solution
There are 3 Steps involved in it
1 Expert Approved Answer
Step: 1 Unlock
Question Has Been Solved by an Expert!
Get step-by-step solutions from verified subject matter experts
Step: 2 Unlock
Step: 3 Unlock
