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Can you tell me what the Kernel trick is, in the context of SVMs?
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- User
Can you tell me what the Kernel trick is, in the context of SVMs?
- Assistant
The Kernel Trick, in the context of Support Vector Machines (SVM), is a mathematical technique that allows us to transform a linear classification problem into a high-dimensional nonlinear space, where the separator can be calculated more easily. This is achieved by defining a function called a kernel which maps the input data into a higher-dimensional space, where it can be separated using a linear separator.
- User
Where can I find more information on the Kernel trick?
- Assistant
On stackexchange for example https://stats.stackexchange.com/questions/308722/what-is-the-deeper-math-that-makes-the-kernel-trick-in-svms-work
- User
Can you give me the answer without using links to external sites?