What are some advanced classification algorithms I should know about?
Some advanced classification algorithms include Support Vector Machines, Random Forests, and Gradient Boosting Machines.
Can you explain how Support Vector Machines work?
Support Vector Machines (SVM) work by finding the hyperplane that best separates different classes in the feature space.
What are the advantages of using Random Forests?
Random Forests are robust against overfitting, handle large datasets well, and provide feature importance scores.
How does Gradient Boosting improve model performance?
Gradient Boosting improves performance by combining weak learners sequentially, focusing on the errors of previous models.
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