MCP HubMCP Hub
スキル一覧に戻る

discover-ml

rand
更新日 Today
51 閲覧
29
2
29
GitHubで表示
メタaiautomation

について

discover-mlスキルは、ML/AIタスク、PyTorchやTensorFlowなどのフレームワーク、またはモデルトレーニングなどの概念を扱う際に、Claudeの機械学習機能を自動的に起動します。このスキルは、LLM評価、ファインチューニング技術、RAG実装、DSPyモジュールなど、25種類の専門MLスキルへのアクセスを提供します。MLモデルを開発する際にこのスキルを使用すると、手動で起動することなく、Claudeの包括的なMLツールセットに即座にアクセスできます。

クイックインストール

Claude Code

推奨
プラグインコマンド推奨
/plugin add https://github.com/rand/cc-polymath
Git クローン代替
git clone https://github.com/rand/cc-polymath.git ~/.claude/skills/discover-ml

このコマンドをClaude Codeにコピー&ペーストしてスキルをインストールします

ドキュメント

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:

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

  1. Auto-activation: This skill loads automatically when Claude Code detects ml work
  2. Browse skills: Run cat skills/ml/INDEX.md for full category overview
  3. 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 リポジトリ

rand/cc-polymath
パス: skills/discover-ml
aiclaude-codeskills

関連スキル

content-collections

メタ

This skill provides a production-tested setup for Content Collections, a TypeScript-first tool that transforms Markdown/MDX files into type-safe data collections with Zod validation. Use it when building blogs, documentation sites, or content-heavy Vite + React applications to ensure type safety and automatic content validation. It covers everything from Vite plugin configuration and MDX compilation to deployment optimization and schema validation.

スキルを見る

evaluating-llms-harness

テスト

This Claude Skill runs the lm-evaluation-harness to benchmark LLMs across 60+ standardized academic tasks like MMLU and GSM8K. It's designed for developers to compare model quality, track training progress, or report academic results. The tool supports various backends including HuggingFace and vLLM models.

スキルを見る

sglang

メタ

SGLang is a high-performance LLM serving framework that specializes in fast, structured generation for JSON, regex, and agentic workflows using its RadixAttention prefix caching. It delivers significantly faster inference, especially for tasks with repeated prefixes, making it ideal for complex, structured outputs and multi-turn conversations. Choose SGLang over alternatives like vLLM when you need constrained decoding or are building applications with extensive prefix sharing.

スキルを見る

cloudflare-turnstile

メタ

This skill provides comprehensive guidance for implementing Cloudflare Turnstile as a CAPTCHA-alternative bot protection system. It covers integration for forms, login pages, API endpoints, and frameworks like React/Next.js/Hono, while handling invisible challenges that maintain user experience. Use it when migrating from reCAPTCHA, debugging error codes, or implementing token validation and E2E tests.

スキルを見る