Agent Skill
2/7/2026

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.

R
rand
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npx skills add rand/cc-polymath

SKILL.md

Namediscover-ml
DescriptionAutomatically 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.

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. license: MIT metadata: author: rand version: "4.0" compatibility: Designed for Claude Code. Compatible with any agent supporting the Agent Skills format.

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
  • Modal
  • serverless functions
  • cloud deployment
  • GPU workloads
  • web endpoints
  • Modal platform

Available Skills

Quick Reference

The ML category contains 42 skills across 2 subcategories:

ML (34 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

Plus 9 more in ../ml/INDEX.md

Modal (8 skills): See ../modal/INDEX.md

Load Full Category Details

Read ../ml/INDEX.md Read ../modal/INDEX.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 ../ml/INDEX.md for full category overview
  3. Load specific skills: Use bash commands above to load individual skills

Next Steps: Run Read ../ml/INDEX.md to see full category details.

Skills Info
Original Name:discover-mlAuthor:rand