/Meta-Learn

Metalearning for Hyperparameter Optimization

Primary LanguagePythonMIT LicenseMIT

Meta-Learn


Metalearning for Hyperparameter Optimization


This package implements a type of Meta-Learning, which aims at optimizing the hyperparameters of a given model, based on previous model evaluations. This approach is described in chapter 6 of the book "Metalearning"[1].


Definitions

Meta-Learning

Meta-Regressor

Meta-Data


Installation

pip install meta-learn

References

[1] Pavel Brazdil, Jan N. van Rijn, Carlos Soares, Joaquin Vanschoren. Metalearning. Applications to Automated Machine Learning and Data Mining. Second Edition. Springer, 2022.