Agent Skills: Ml Skills Discovery

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

UncategorizedID: rand/cc-polymath/discover-ml

Install this agent skill to your local

pnpm dlx add-skill https://github.com/rand/cc-polymath/tree/HEAD/skills/discover-ml

Skill Files

Browse the full folder contents for discover-ml.

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skills/discover-ml/SKILL.md

Skill Metadata

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.

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:

Read <cc-polymath-root>/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 <cc-polymath-root>/skills/ml/custom-llm-evaluation.md Read <cc-polymath-root>/skills/ml/diffusion-finetuning.md Read <cc-polymath-root>/skills/ml/diffusion-model-basics.md Read <cc-polymath-root>/skills/ml/dspy-assertions.md Read <cc-polymath-root>/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 Read <cc-polymath-root>/skills/ml/INDEX.md for full category overview
  3. 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.