rand

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.

rand 131 8 Updated 7mo ago
GitHub

Install

npx skillscat add rand/cc-polymath/discover-ml

Install via the SkillsCat registry.

About this skill

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.

SKILL.md

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 /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

  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.