← All skills

ml-training-recipes

100 / 100 · Low risk

Fine to try.

By Orchestra-Research/AI-Research-SKILLs (GitHub) · coding · 14,447 stars · scanned at commit 773a529

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.

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'ml-training-recipes' ] || [ -L ~/.agents/skills/'ml-training-recipes' ]; then echo 'A skill folder named ml-training-recipes already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/Orchestra-Research/AI-Research-SKILLs' "$d" && git -C "$d" checkout --quiet '773a52944ba4747a18bd4ae9ade53fff041adcbc' -- '10-optimization/ml-training-recipes' && mkdir -p ~/.agents/skills && cp -R "$d"/'10-optimization/ml-training-recipes' ~/.agents/skills/'ml-training-recipes' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'ml-training-recipes' ~/.claude/skills/'ml-training-recipes' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for Orchestra-Research/AI-Research-SKILLs shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/Orchestra-Research/AI-Research-SKILLs.svg)](https://zalavijaysinh.github.io/skilltrust/repos/Orchestra-Research/AI-Research-SKILLs/)

Score history

Also found in

Identical copies of this skill exist at:

• OpenRaiser/NanoResearch/skills/vendor-ai-research/ml-training-recipes