# Hyperparameter Tuning Algorithms
Table of Contents
=================
* [Hyperparameter Tuning Algorithms](#hyperparameter-tuning-algorithms)
* [Table of Contents](#table-of-contents)
* [Grid Search](#grid-search)
* [Chocolate](#chocolate)
* [Random Search](#random-search)
* [Hyperopt](#hyperopt)
* [TPE](#tpe)
* [Hyperopt](#hyperopt-1)
* [Bayesian Optimization](#bayesian-optimization)
* [scikit-optimize](#scikit-optimize)
* [References](#references)
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For information about the hyperparameter tuning algorithms and neural
architecture search implemented or integrated in Katib, see the detailed guide
to [configuring and running a Katib
experiment](https://kubeflow.org/docs/components/hyperparameter-tuning/experiment/).