How do I install the ML Training Recipes Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/ml-training-recipes/SKILL.md and restart Claude Code. Both flows are detailed at https://claudskills.com/install/.

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.

ClaudSkills / Science & Research / biology-medicine

ML Training Recipes

Category: Science & Research · Sub-category: biology-medicine · Last updated: 2026-05-21

ai:llm

Battle-tested PyTorch training recipes for all domains — LLMs, vision, diffusion, medical imaging, protein/drug discovery, spatial omics, genomics. Covers training loops, optimizer selection (AdamW, Muon), LR scheduling, mixed precision, debugging, and systematic experimentation. Use when training or fine-tuning neural networks, debugging loss spikes or OOM, choosing architectures, or optimizing GPU throughput.

From the source SKILL.md

Battle-tested patterns for PyTorch training across domains. Drawn from production codebases (Karpathy's autoresearch/nanochat, torchvision, HuggingFace) and modern training practice.

What this skill does

ML Training Recipes is a community-contributed Claude Code skill in the biology-medicine sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ml-training-recipes/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when training or fine-tuning neural networks, debugging loss spikes or OOM, choosing architectures, or optimizing GPU throughput.

Who uses this skill

The ML Training Recipes 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-training-recipes
curl -L https://claudskills.com/skills/ml-training-recipes/SKILL.md \
  -o ~/.claude/skills/ml-training-recipes/SKILL.md

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

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

Attribution & license

License: MIT
Author: dailycafi

Cite this skill

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

APA

dailycafi. (2026). ML Training Recipes [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ml-training-recipes/

BibTeX

@misc{ml-training-recipes-2026,
  author    = {dailycafi},
  title     = {ML Training Recipes [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ml-training-recipes/}
}

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