Does it include cross-validation?

Yes, the generated code follows best practices by implementing cross-validation to ensure the robustness of the evaluation and prevent overfitting.

How does it handle the hyperparameter search space?

Claude analyzes your specific requirements to define the hyperparameter ranges and then generates the Python code needed to execute the search.

Can I use this for both regression and classification?

Yes, the skill can optimize models for various metrics including accuracy, precision, recall, and root mean squared error (RMSE).

What search strategies does this skill support?

It supports Grid Search, Random Search, and Bayesian Optimization using industry-standard libraries like Optuna and Scikit-learn.

Hyperparameter Tuner

Name: Hyperparameter Tuner
Author: jeremylongshore

byjeremylongshore

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884

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数据科学与机器学习

Optimizes machine learning models by automatically searching for the best hyperparameter configurations using advanced search strategies.

The Hyperparameter Tuner skill empowers Claude to refine machine learning models through automated exploration of hyperparameter spaces. By leveraging grid search, random search, and Bayesian optimization via libraries like scikit-learn and Optuna, it identifies the most effective configurations to maximize performance metrics such as accuracy, precision, and RMSE. This skill is ideal for data scientists and developers looking to transition from manual tuning to an efficient, code-driven optimization workflow that includes data validation, cross-validation, and detailed performance reporting.

主要功能

01884 GitHub stars

02Integration with Scikit-learn and Optuna libraries

03Automatic Python code generation for ML pipelines

04Comprehensive performance metric reporting

05Automated Grid, Random, and Bayesian optimization

06Built-in cross-validation to prevent overfitting

使用场景

01Optimizing Random Forest or Gradient Boosting model accuracy

02Automating complex hyperparameter searches in research environments

03Comparing different search strategies for regression or classification tasks

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills hyperparameter-tuner

For use in Claude.ai and ChatGPT

Download Skill