discover-ml
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/plugin add https://github.com/rand/cc-polymathgit 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:
- 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:
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
- Auto-activation: This skill loads automatically when Claude Code detects ml work
- Browse skills: Run
cat skills/ml/INDEX.mdfor full category overview - 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
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.
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.
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.
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.
