home/categories/machine-learning/jeremylongshore-claude-code-plugins-plus-skills-backups-plugin-enhancements-plugin-backups-hyperparameter-tuner-20251019-191544-skills-skill-adapter-skill-md
machine-learningdata-ai

tuning-hyperparameters

This skill enables Claude to optimize machine learning model hyperparameters using grid search, random search, or Bayesian optimization. It is used when the user requests hyperparameter tuning, model optimization, or improvement of model performance. The skill analyzes the current context, generates code for the specified search strategy, handles data validation and errors, and provides performance metrics. Trigger terms include "tune hyperparameters," "optimize model," "grid search," "random search," and "Bayesian optimization."

jeremylongshore
maintainer
jeremylongshore
Updated 1/18/2026
Stars
1020
Forks
131
quick start

Installation and usage

This skill enables Claude to optimize machine learning model hyperparameters using grid search, random search, or Bayesian optimization. It is used when the user requests hyperparameter tuning, model optimization, or improvement of model performance. The skill analyzes the current context, generates code for the specified search strategy, handles data validation and errors, and provides performance metrics. Trigger terms include "tune hyperparameters," "optimize model," "grid search," "random search," and "Bayesian optimization."

Installation
$ install --globalskills.sh
Usage

Once installed, you can use this skill by running the following command in your terminal:

skills use tuning-hyperparameters