**YouTube** is an American [online video-sharing](https://en.wikipedia.org/wiki/Video_hosting_service "Video hosting service") [platform](https://en.wikipedia.org/wiki/Web_platform "Web platform") headquartered in [San Bruno, California](https://en.wikipedia.org/wiki/San_Bruno,_California "San Bruno, California")

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The activity uses a SVM and sorts the data in classes. This will essentially draw a line between the two generated classes of data making sure that the line provides the biggest “separation” between those two classes.

The line drawn by the SVM is then used by the activity to make a one point ahead forecast. See the image attached.

This is a custom activity that estimates a model for a discrete variable using a Support Vector Machine (SVM).

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Ciphix - Linear SVM