Kernel and neighborhood methods · MLD-1192
Support vector machine
A classifier or regressor built around margin optimization, potentially using kernels.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Classify a modest-sized feature dataset.
Original caveat
Kernel SVMs can scale poorly with many training examples.
Context and aliases
Level: Intermediate. Stages: Theory · Training · Inference.
Tags: ML.
Aliases: SVM.
Related concepts
Concepts linking here
Original references
- scikit-learn: nearest neighbors ↗ · Reference link
- scikit-learn: support vector machines ↗ · Reference link
- Original reference URL ↗