Additional mathematical and learning concepts · MLD-0220
Contrastive learning
Learning representations by drawing related examples together and separating unrelated examples under a chosen objective.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Align two augmentations of the same image.
Original caveat
The choice of positive and negative pairs defines what similarity means.
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 ↗