Optuna study creator
Skill jeremylongshore/claude-code-plugins-plus-skills/skills/07-ml-training/optuna-study-creator
'Create optuna study creator operations. Auto-activating skill for ML Training.From its SKILL.md
npx -y skills add jeremylongshore/claude-code-plugins-plus-skills --skill optuna-study-creatorAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
What its file declares
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The file declares its own license as MIT. That is the author’s claim about this one file, and it is not the same thing as the license GitHub reports for the repository, which is listed with the other numbers below.
SKILL.md
2.2 KB, 313 tokens by cl100k_base, as published. Nobody here has run it
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
- Provides step-by-step guidance for optuna study creator
- Follows industry best practices and patterns
- Generates production-ready code and configurations
- 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
| Error | Cause | Solution |
|---|---|---|
| Configuration invalid | Missing required fields | Check documentation for required parameters |
| Tool not found | Dependency not installed | Install required tools per prerequisites |
| Permission denied | Insufficient access | Verify 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
What ships with it
Read from the repository
Just SKILL.md. No reference files, no scripts.
Gives 0 of the 12 instructions most learn study skills give in 313 tokens
Counted across 545 of the 593 authors here whose files we hold, read 2026-09-06
- Treat the current directory as a teaching workspacein 20 of 545, across 17 files
- Teach knowledge first then practice skillsin 19 of 545, across 16 files
- Design lessons which build long-term retentionin 15 of 545, across 12 files
- Save each lesson as a self-contained HTML filein 15 of 545, across 12 files
- Question the user on why they want to learn thisin 15 of 545, across 12 files
- Reuse components from the assets directoryin 14 of 545, across 11 files
- Never trust your parametric knowledgein 13 of 545, across 10 files
- Record user preferences in NOTES.mdin 11 of 545, across 8 files
- Ground all teaching in the MISSION.md documentin 11 of 545, across 8 files
- Save each lesson to the lessons directoryin 8 of 545
- Question the user if the mission is unclearin 7 of 545
- Gather primary sources onlyin 7 of 545, across 4 files
Said here and by no other author read
- Provide step-by-step guidance for optuna study
Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.