Glossary term
Glossary term
Foundations
A boundary that separates a space into two subspaces. For example, a line is a hyperplane in two dimensions and a plane is a hyperplane in three dimensions. More typically in machine learning, a hyperplane is the boundary separating a high-dimensional space. Kernel Support Vector Machines use hyperplanes to separate positive classes from negative classes, often in a very high-dimensional space.
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Created for this library
A research team teaches its junior engineers that a linear classifier learns a hyperplane that separates examples in feature space.
A risk modeling team visualizes its linear scorecard as a hyperplane in a reduced feature space to communicate the model to business reviewers.
An NLP team uses a soft-margin SVM whose hyperplane separates positive from negative customer feedback in embedded representations.
Definition source: Google for Developers Machine Learning Glossary | Creative Commons Attribution 4.0 License