What are support vector machines $($SVMs$)?$

A method for converting a linear classifier algorithm into a nonlinear one by using a nonlinear function to map the original observations into a higher$-$dimensional space

Highly interconnected networks of nonlinear neurons that can be extremely effective in solving complex computational problems

Supervised learning methods that produce input$-$output functions from a set of labeled training data

A type of database for processing large volumes of multi$-$structured data