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.
Install
npx skillscat add rand/cc-polymath/discover-ml Install via the SkillsCat registry.
This skill automatically discovers and provides access to 25 machine learning and AI-related skills when working with ML development tasks. It solves the problem of manually searching for relevant ML skills by activating contextually based on keywords like PyTorch, training, inference, RAG, and HuggingFace. Developers should use it when building or working with machine learning models, fine-tuning, embeddings, or other AI workflows.
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:
Read /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:
Read /skills/ml/custom-llm-evaluation.md
Read /skills/ml/diffusion-finetuning.md
Read /skills/ml/diffusion-model-basics.md
Read /skills/ml/dspy-assertions.md
Read /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
Read <cc-polymath-root>/skills/ml/INDEX.mdfor full category overview - Load specific skills: Use bash commands above to load individual skills
Next Steps: Run Read <cc-polymath-root>/skills/ml/INDEX.md to see full category details.