discover-ml
About
The discover-ml skill automatically activates Claude's machine learning capabilities when you work with ML/AI tasks, frameworks like PyTorch/TensorFlow, or concepts like model training. It provides access to 25 specialized ML skills including LLM evaluation, fine-tuning techniques, RAG implementations, and DSPy modules. Use this skill when developing ML models to get instant access to Claude's comprehensive ML toolset without manual activation.
Quick Install
Claude Code
Recommended/plugin add https://github.com/rand/cc-polymathgit clone https://github.com/rand/cc-polymath.git ~/.claude/skills/discover-mlCopy and paste this command in Claude Code to install this skill
Documentation
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:
- custom-llm-evaluation
- diffusion-finetuning
- diffusion-model-basics
- dspy-assertions
- dspy-evaluation
- dspy-modules
- dspy-optimizers
- dspy-rag
- dspy-setup
- dspy-signatures
- graph-rag
- hierarchical-rag
- hybrid-search-rag
- llm-as-judge
- llm-benchmarks-evaluation
- llm-dataset-preparation
- llm-evaluation-frameworks
- llm-model-routing
- llm-model-selection
- lora-peft-techniques
- multi-model-orchestration
- rag-evaluation-metrics
- rag-reranking-techniques
- stable-diffusion-deployment
- unsloth-finetuning
Load Full Category Details
For complete descriptions and workflows:
cat 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:
cat skills/ml/custom-llm-evaluation.md
cat skills/ml/diffusion-finetuning.md
cat skills/ml/diffusion-model-basics.md
cat skills/ml/dspy-assertions.md
cat 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
- Auto-activation: This skill loads automatically when Claude Code detects ml work
- Browse skills: Run
cat skills/ml/INDEX.mdfor full category overview - Load specific skills: Use bash commands above to load individual skills
Next Steps: Run cat skills/ml/INDEX.md to see full category details.
GitHub Repository
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