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Skill

/discover-ml

Automatically discover machine learning and AI skills when working with machine learning, PyTorch, training, inference, RAG, embeddings, fine-tuning, LLM, DSPy, HuggingFace, or diffusion models. Activates for ML development tasks.

BOOST
From plugin
cc-polymath
18826 skills4 agents1 command
Install
$ npx -y skills add rand/cc-polymath --skill discover-ml --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/discover-ml

Context preview

The summary Claude sees to decide when to auto-load this skill.

Automatically discover machine learning and AI skills when working with machine learning, PyTorch, training, inference, RAG, embeddings, fine-tuning, LLM, DSPy, HuggingFace, or diffusion models. Activates for ML development tasks.

SKILL.md

discover-ml.SKILL.md
name: discover-ml
description: Automatically discover machine learning and AI skills when working with machine learning, PyTorch, training, inference, RAG, embeddings, fine-tuning, LLM, DSPy, HuggingFace, or diffusion models. Activates for ML development tasks.
license: MIT
metadata:
  author: rand
  version: "4.0"
compatibility: Designed for Claude Code. Compatible with any agent supporting the Agent Skills format.

Ml Skills Discovery

Provides automatic access to comprehensive ml skills.

When This Skill Activates

This skill auto-activates when you're working with:

  • machine learning
  • ML
  • AI
  • models
  • training
  • inference
  • PyTorch
  • TensorFlow
  • Modal
  • serverless functions
  • cloud deployment
  • GPU workloads
  • web endpoints
  • Modal platform

Available Skills

Quick Reference

The ML category contains 42 skills across 2 subcategories:

**ML (34 skills):** 1. **custom-llm-evaluation** 2. **diffusion-finetuning** 3. **diffusion-model-basics** 4. **dspy-assertions** 5. **dspy-evaluation** 6. **dspy-modules** 7. **dspy-optimizers** 8. **dspy-rag** 9. **dspy-setup** 10. **dspy-signatures** 11. **graph-rag** 12. **hierarchical-rag** 13. **hybrid-search-rag** 14. **llm-as-judge** 15. **llm-benchmarks-evaluation** 16. **llm-dataset-preparation** 17. **llm-evaluation-frameworks** 18. **llm-model-routing** 19. **llm-model-selection** 20. **lora-peft-techniques** 21. **multi-model-orchestration** 22. **rag-evaluation-metrics** 23. **rag-reranking-techniques** 24. **stable-diffusion-deployment** 25. **unsloth-finetuning**

Plus 9 more in `../ml/INDEX.md`

**Modal (8 skills):** See `../modal/INDEX.md`

Load Full Category Details

Read ../ml/INDEX.md Read ../modal/INDEX.md

Progressive Loading

This gateway skill enables progressive loading:

  • **Level 1**: Gateway loads automatically (you're here now)
  • **Level 2**: Load category INDEX.md for full overview
  • **Level 3**: Load specific skills as needed

Usage Instructions

1. **Auto-activation**: This skill loads automatically when Claude Code detects ml work 2. **Browse skills**: Run `Read ../ml/INDEX.md` for full category overview 3. **Load specific skills**: Use bash commands above to load individual skills

**Next Steps**: Run `Read ../ml/INDEX.md` to see full category details.

Read more
Ships withcc-polymath

Context-efficient development knowledge via progressive skill discovery

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