ClaudSkills / Dev Tools / tools-misc

Setup Automl Pipeline

Category: Dev Tools  ·  Sub-category: tools-misc
Configure automated machine learning pipelines using Optuna or Ray Tune for hyperparameter optimization. Implement efficient search strategies (Hyperband, ASHA), define search spaces, and set up early stopping to find optimal model configurations with minimal manual tuning. Use when starting a new ML project and needing to quickly find good configurations, retraining with new data and re-optimizing hyperparameters, comparing multiple algorithms, or when the team lacks deep expertise in specific algorithm hyperparameters.

What this skill does

Setup Automl Pipeline is a community-contributed Claude Code skill in the tools-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/setup-automl-pipeline/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when starting a new ML project and needing to quickly find good configurations, retraining with new data and re-optimizing hyperparameters, comparing multiple algorithms, or when the team lacks deep expertise in specific algorithm hyperparameters.

Who uses this skill

The Setup Automl Pipeline skill is built for developers, power users, and teams automating repetitive workflows and improving developer experience. It is part of the open ClaudSkills registry, a community-curated catalog of 56,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/setup-automl-pipeline
curl -L https://claudskills.com/skills/setup-automl-pipeline/SKILL.md \
  -o ~/.claude/skills/setup-automl-pipeline/SKILL.md

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

Skills live at ~/.claude/skills/setup-automl-pipeline/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\setup-automl-pipeline\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.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

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