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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.

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 70,000+ 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.

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

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/}
}

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