pyGAM
Contents:
Quick Start
Install pyGAM
Pip
Conda
Bleeding edge
Get
pandas
and
matplotlib
Fit a Model
Automatically tune the model
Partial Dependence Functions
A Tour of pyGAM
Introduction
Generalized Additive Models, in general
Distribution:
Link function:
Functional Form:
in Practice…
Terms and Interactions
Regression
Classification
Poisson and Histogram Smoothing
Expectiles
Custom Models
Penalties / Constraints
API
Current Features
Models
Terms
Distributions
Link Functions
Callbacks
Linear Extrapolation
References
User API
Generalized Additive Model Classes
GAM
LinearGAM
GammaGAM
InvGaussGAM
LogisticGAM
PoissonGAM
ExpectileGAM
Terms
Linear Term
Spline Term
Factor Term
Tensor Term
Developer API
Terms
Distributions
Links
Callbacks
Penalties
pyGAM
Docs
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