Concept of Support Vector Regression(SVR) | SVM | Mathematics | Machine Learning
Concept of Support Vector Regression(SVR) | SVM | Mathematics | Machine Learning SVM stands for Support vectors machine, it is a famous classification and regression algorithm. We will today talk about Support vector regression more. So, let's begin... Look at this graph... Suppose you have to classify the elements, how you will you do? You will do it something like this... Now, let's suppose you have this graph... So, for the separation for this, we don't have any simple line separation method, so we will add one more axis to it i.e. z-axis. From upside, it will look like this... This task which we have done in previous graphs, this is actually SVM does. Support Vector Machine is a supervised machine learning algorithm, which is used for classification and regression challenges. Terminologies: There are a few points to learn before going to further lesson... Hyperplane: This is a line we draw ago for classification of data classes in SVM. And in support vector regression ...