Linear and probabilistic models · MLD-0460
Generalized linear model
A model combining a linear predictor, a link function, and an exponential-family response distribution.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Model counts with a log link.
Original caveat
The response distribution and link must suit the problem.
Context and aliases
Level: Intermediate. Stages: Training · Inference.
Tags: ML.
Aliases: GLM.
Related concepts
Concepts linking here
Original references
- scikit-learn: Gaussian processes ↗ · Reference link
- scikit-learn: linear models ↗ · Reference link
- scikit-learn: naive Bayes ↗ · Reference link
- Original reference URL ↗