Iterate ML Experiment
Owns the iteration loop on top of an ML workspace: the `plan/PLAN.md` history log and the per-experiment `plan/NN_short_name.md` design notes that must be written **and validated by the user** before the matching `experiments/NN_short_name.py` is created. Drives the conversational loop where the next experiment is proposed, refined, and committed to plan, then dispatches to one of the `iterate-from-*` strategy skills when the source of the next proposal needs to be picked. Stops at "the plan file is on disk and the user has approved it".
Security AStatic scan found no risk patternsHow grading works ›
From the source SKILL.md
The loop on top of experiments/: what to try next, why, what counts as a result, and how the trail of past experiments is recorded. Pipeline mechanics, evaluation mechanics, and workspace layout are out of scope and live in sibling skills.
What this skill does
Iterate ML Experiment is a community-contributed Claude Code skill in the science-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/iterate-ml-experiment/ and loads when your prompt matches the skill's trigger.
Who uses this skill
The Iterate ML Experiment Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 161,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
How to install
Free
Manual install (2 steps)
mkdir -p ~/.claude/skills/iterate-ml-experiment
curl -L https://claudskills.com/skills/iterate-ml-experiment/SKILL.md \
-o ~/.claude/skills/iterate-ml-experiment/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/iterate-ml-experiment/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/iterate-ml-experiment/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\iterate-ml-experiment\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Telegram
📱 Install from your phone or desktop Telegram
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
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.
Frequently asked questions
How do I install the Iterate ML Experiment Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy
SKILL.md from the source repository to
~/.claude/skills/iterate-ml-experiment/SKILL.md and restart Claude Code. Both flows are detailed at
claudskills.com/install/.
What does the Iterate ML Experiment skill do?
Owns the iteration loop on top of an ML workspace: the `plan/PLAN.md` history log and the per-experiment `plan/NN_short_name.md` design notes that must be written **and validated by the user** before the matching `experiments/NN_short_name.py` is created. Drives the conversational loop where the next experiment is proposed, refined, and committed to plan, then dispatches to one of the `iterate-from-*` strategy skills when the source of the next proposal needs to be picked. Stops at "the plan file is on disk and the user has approved it".
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Iterate ML Experiment skill?
Use Iterate ML Experiment when your Claude Code task falls under the Science & Research category — specifically in the science misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Iterate ML Experiment" or describe the task and let Claude pick). Browse related skills at
/category/science/.
What is a Claude Code skill and how does the Iterate ML Experiment skill fit in?
A Claude Code skill is a
SKILL.md file that lives under
~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Iterate ML Experiment is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at
/learn/what-is-a-claude-skill/.
Attribution & license
Cite this skill
If you reference this skill in a blog post, paper, or documentation, you can cite it as:
APA
glemaitre. (2026). Iterate ML Experiment [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/iterate-ml-experiment/
BibTeX
@misc{iterate-ml-experiment-2026,
author = {glemaitre},
title = {Iterate ML Experiment [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/iterate-ml-experiment/}
}Embed this skill
Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →
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Security scan
Grade A · scanned 2026-07-26 — free static scan against the OWASP Agentic Skills Top 10.
No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›
- ✓ Prompt injection
- ✓ Data exfiltration
- ✓ Supply chain
- ✓ Reverse shell
- ✓ Credentials
- ✓ Execution
- ✓ Filesystem
- ✓ Persistence
- ✓ Obfuscation
- ✓ Network
Show this grade on your repo (click to copy):
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