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optuna-study-creator

optuna-study-creator

github.com/jeremylongshoreData & databases2.9k52 installsUpdated 2d ago
Repository

About optuna-study-creator

A skill for machine-learning training tasks that guides Optuna Study creation, generates code and configurations, and validates outputs against common standards.

Key features

  1. 01Optuna Study creation guidance
  2. 02Code and configuration generation
  3. 03Practice recommendations
  4. 04Common-standard validation

Use cases

  1. 01Create an Optuna Study
  2. 02Get hyperparameter-tuning guidance
  3. 03Prepare model training configurations

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/jeremylongshore/tons-of-skills-marketplace --skill optuna-study-creator

After installing, type/optuna-study-creatorin Claude Code to confirm it loaded.

Details

From the project README

Optuna Study Creator

Overview

This skill provides automated assistance for optuna study creator tasks within the ML Training domain.

When to Use

This skill activates automatically when you:

  • Mention "optuna study creator" in your request
  • Ask about optuna study creator patterns or best practices
  • Need help with machine learning training skills covering data preparation, model training, hyperparameter tuning, and experiment tracking.

Instructions

  1. Provides step-by-step guidance for optuna study creator
  2. Follows industry best practices and patterns
  3. Generates production-ready code and configurations
  4. Validates outputs against common standards

Examples

Example: Basic Usage Request: "Help me with optuna study creator" Result: Provides step-by-step guidance and generates appropriate configurations

Prerequisites

  • Relevant development environment configured
  • Access to necessary tools and services
  • Basic understanding of ml training concepts

Output

  • Generated configurations and code
  • Best practice recommendations
  • Validation results

Error Handling

ErrorCauseSolution
Configuration invalidMissing required fieldsCheck documentation for required parameters
Tool not foundDependency not installedInstall required tools per prerequisites
Permission deniedInsufficient accessVerify credentials and permissions

Resources

  • Official documentation for related tools
  • Best practices guides
  • Community examples and tutorials

Related Skills

Part of the ML Training skill category. Tags: ml, training, pytorch, tensorflow, sklearn

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