Additional mathematical and learning concepts · MLD-0824
Numerical stability
The extent to which a computation avoids excessive error amplification or invalid numeric 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
Compute softmax without overflowing exponentials.
Original caveat
Mathematically equivalent formulas can have different floating-point behavior.
Context and aliases
Level: Intermediate. Stages: Theory · Training · Evaluation.
Tags: ML · DL.
Aliases: None recorded.
Related concepts
Concepts linking here
Original references
- Deep Learning: online textbook ↗ · Consulted
- Mathematics for Machine Learning ↗ · Reference link
- scikit-learn User Guide ↗ · Consulted
- Original reference URL ↗