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SkillHub ClubResearch & OpsData / AIFull Stack

discover-ml

This skill automatically activates when Claude detects machine learning work and provides access to 25 ML-related sub-skills. It uses a progressive loading approach: first the gateway, then category index, then specific skills. The skill lists available ML tools for evaluation, fine-tuning, RAG, and DSPy workflows.

Packaged view

This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.

Stars
81
Hot score
93
Updated
March 20, 2026
Overall rating
A8.0
Composite score
6.2
Best-practice grade
N/A

Install command

npx @skill-hub/cli install rand-cc-polymath-discover-ml
ml-discoveryskill-gatewayprogressive-loadingml-workflow

Repository

rand/cc-polymath

Skill path: skills/discover-ml

This skill automatically activates when Claude detects machine learning work and provides access to 25 ML-related sub-skills. It uses a progressive loading approach: first the gateway, then category index, then specific skills. The skill lists available ML tools for evaluation, fine-tuning, RAG, and DSPy workflows.

Open repository

Best for

Primary workflow: Research & Ops.

Technical facets: Data / AI, Full Stack.

Target audience: ML developers using Claude who need quick access to various ML tools and techniques without remembering specific skill names.

License: Unknown.

Original source

Catalog source: SkillHub Club.

Repository owner: rand.

This is still a mirrored public skill entry. Review the repository before installing into production workflows.

What it helps with

  • Install discover-ml into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
  • Review https://github.com/rand/cc-polymath before adding discover-ml to shared team environments
  • Use discover-ml for ai/ml workflows

Works across

Claude CodeCodex CLIGemini CLIOpenCode

Favorites: 0.

Sub-skills: 0.

Aggregator: No.

Original source / Raw SKILL.md

---
name: discover-ml
description: Automatically discover machine learning and AI skills when working with machine learning. Activates for ml development tasks.
---

# 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

## Available Skills

### Quick Reference

The Ml category contains 25 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**

### Load Full Category Details

For complete descriptions and workflows:

```bash
cat ~/.claude/skills/ml/INDEX.md
```

This loads the full Ml category index with:
- Detailed skill descriptions
- Usage triggers for each skill
- Common workflow combinations
- Cross-references to related skills

### Load Specific Skills

Load individual skills as needed:

```bash
cat ~/.claude/skills/ml/custom-llm-evaluation.md
cat ~/.claude/skills/ml/diffusion-finetuning.md
cat ~/.claude/skills/ml/diffusion-model-basics.md
cat ~/.claude/skills/ml/dspy-assertions.md
cat ~/.claude/skills/ml/dspy-evaluation.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 `cat ~/.claude/skills/ml/INDEX.md` for full category overview
3. **Load specific skills**: Use bash commands above to load individual skills

---

**Next Steps**: Run `cat ~/.claude/skills/ml/INDEX.md` to see full category details.
discover-ml | SkillHub