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A practical dictionary of 512 AI, machine learning, mathematics, and programming terms from HerbDev’s AI Vocabulary app. Start with a definition, explore an example, then follow the concepts behind it.

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Support Vector Machine

Models & Architectures · Level 2 of 5

Support Vector Machine

A model that learns a separating boundary using a margin-based objective.

Kernels can express nonlinear boundaries through implicit feature spaces.

Example

A classifier seeks a boundary with a large separation margin.

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Audio transcript

Support Vector Machine. A model that learns a separating boundary using a margin-based objective. Kernels can express nonlinear boundaries through implicit feature spaces. For example: A classifier seeks a boundary with a large separation margin.

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This helps you distinguish a model’s structural assumptions from its learned parameter values.

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