Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / Science & Research / science-misc

ML In Triptych

Category: Science & Research  ·  Sub-category: science-misc  ·  Last updated:
Mentor for machine-learning work in Triptych — wires data exploration, seed control, overfit-1-batch, W&B (External), /autoresearch, and show_progress into the canonical order, and surfaces the five pitfalls that bite ML work most (W&B-not-Optuna-embed, seed every RNG, gradient-finite first step, train/val leakage, ablate one variable). Use when the user is training a model, tuning hyperparameters, working with a dataset, debugging a training loop, or any "let's train" turn.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Mentor skill, not tactical. Teaches how to use Triptych's tools for ML work in a way that catches the errors ML practitioners actually make. Doesn't teach ML. For specific frameworks (PyTorch internals, JAX, HuggingFace transformers, RLHF) ask /skill-finder for a tactical skill.

What this skill does

ML In Triptych 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/ml-in-triptych/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when the user is training a model, tuning hyperparameters, working with a dataset, debugging a training loop, or any "let's train" turn.

Who uses this skill

The ML In Triptych 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/ml-in-triptych
curl -L https://claudskills.com/skills/ml-in-triptych/SKILL.md \
  -o ~/.claude/skills/ml-in-triptych/SKILL.md

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

Skills live at ~/.claude/skills/ml-in-triptych/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ml-in-triptych\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.

See pricing → Download desktop app

Frequently asked questions

How do I install the ML In Triptych Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/ml-in-triptych/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the ML In Triptych skill do?
Mentor for machine-learning work in Triptych — wires data exploration, seed control, overfit-1-batch, W&B (External), /autoresearch, and show_progress into the canonical order, and surfaces the five pitfalls that bite ML work most (W&B-not-Optuna-embed, seed every RNG, gradient-finite first step, train/val leakage, ablate one variable). Use when the user is training a model, tuning hyperparameters, working with a dataset, debugging a training loop, or any "let's train" turn.
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 ML In Triptych skill?
Use ML In Triptych 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 ML In Triptych" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the ML In Triptych 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. ML In Triptych 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/.

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
ClaudSkills. (2026). ML In Triptych [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ml-in-triptych/
BibTeX
@misc{ml-in-triptych-2026,
  author    = {ClaudSkills},
  title     = {ML In Triptych [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ml-in-triptych/}
}

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 →

Badge
[![ClaudSkills](https://claudskills.com/badge/ml-in-triptych.svg)](https://claudskills.com/skills/ml-in-triptych/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/ml-in-triptych.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/ml-in-triptych.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: ML In Triptych"></iframe>

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 ›

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/ml-in-triptych/#security)

Free. No spam. Unsubscribe in one click.

More Science & Research skills

Browse all Science & Research skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Science & Research skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore

Categories

Use cases

Popular tags

Learn

Site