Mathematics and probability · MLD-1125
Singular value decomposition
Factoring a matrix into orthogonal directions and nonnegative singular values.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Construct a low-rank matrix approximation.
Original caveat
Truncated SVD keeps only selected components.
Context and aliases
Level: Foundational. Stages: Theory · Training · Evaluation.
Tags: ML · DL · SLM · LLM.
Aliases: SVD.
Related concepts
Concepts linking here
Original references
- Deep Learning: online textbook ↗ · Consulted
- Mathematics for Machine Learning ↗ · Reference link
- Original reference URL ↗