ClaudSkills / Science & Research / math-stats

Parameter Optimization

Quality score: 70/100 · Category: Science & Research · Sub-category: math-stats

Explore and optimize simulation parameters via design of experiments (DOE), sensitivity analysis, and optimizer selection — generate Latin Hypercube, quasi-random, or factorial sample plans, rank parameter influence with sensitivity scores, recommend Bayesian optimization, CMA-ES, or gradient- based methods based on dimension and budget, and fit surrogate models for expensive evaluations. Use when calibrating material properties against experimental data, planning a parameter sweep, performing uncertainty quantification, or choosing an optimization strategy for a simulation with a limited evaluation budget, even if the user only says "which parameters matter most" or "how do I calibrate my model."

What this skill does

Parameter Optimization is a production-ready Claude Code skill (quality score 70/100) in the math-stats sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/parameter-optimization/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when calibrating material properties against experimental data, planning a parameter sweep, performing uncertainty quantification, or choosing an optimization strategy for a simulation with a limited evaluation budget, even if the user only says "which parameters matter most" or "how do I calibrate my model.

Who uses this skill

The Parameter Optimization skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/parameter-optimization
curl -L https://claudskills.com/skills/parameter-optimization/SKILL.md \
  -o ~/.claude/skills/parameter-optimization/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/parameter-optimization/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/parameter-optimization/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\parameter-optimization\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

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