機器學習
1913 skills in 數據與 AI > 機器學習
workflow-schema-composer
This skill should be used when the user wants to create a new looplia workflow, generatea workflow definition file, or compose workflow steps from skill recommendations. Use whensomeone says "create a looplia workflow", "generate workflow.md", "compose workflow steps","build me an automation pipeline", or "/build" (final step).Final step in looplia workflow building: transforms skill recommendations into valid v0.6.3workflow YAML/Markdown files. Each step uses skill: + mission: syntax, following the oneworkflow step → one skill-executor → multiple skills architecture.v0.6.3: Supports input-less workflows using input-less capable skills (e.g., search).
sveltia-cms
Sveltia CMS Git-backed content management (Decap/Netlify CMS successor). 5x smaller bundle (300 KB), GraphQL performance, solves 260+ issues. Use for static sites (Hugo, Jekyll, 11ty, Gatsby, Astro, Next.js), blogs, docs, i18n, or encountering OAuth errors, TOML/YAML issues, CORS problems, content listing errors.
ml-model-training
Train ML models with scikit-learn, PyTorch, TensorFlow. Use for classification/regression, neural networks, hyperparameter tuning, or encountering overfitting, underfitting, convergence issues.
rcc
Expert help with RCC (Repeatable, Contained Code): creating/running robots, robot.yaml + conda.yaml, holotree environment caching, rcc task testrun vs rcc run, dependency management (conda-forge + pip), Playwright/robotframework-browser install (rccPostInstall: rfbrowser init), Control Room (rcc cloud), troubleshooting enterprise networks/proxies, and performance profiling with --pprof/--timeline/--trace.
bun-runtime
Use for Bun runtime, bunfig.toml, watch/hot modes, env vars, CLI flags, and module resolution.
nuxt-seo
Comprehensive guide for all 8 Nuxt SEO modules plus Pro modules: @nuxtjs/seo, nuxt-robots, nuxt-sitemap, nuxt-og-image, nuxt-schema-org, nuxt-link-checker, nuxt-seo-utils, nuxt-site-config, and Pro modules (AI Ready, Skew Protection, SEO Pro MCP). Use when building SEO-optimized Nuxt applications, implementing robots.txt and sitemaps, generating Open Graph images, adding Schema.org structured data, managing meta tags, checking links, configuring site-wide SEO settings, or implementing advanced SEO features like rendering modes, canonical URLs, Twitter Cards, and IndexNow.Keywords: nuxt-seo, nuxt, seo, nuxt 3, nuxt 4, nuxt seo, vue, vue 3, search engine optimization, @nuxtjs/seo, nuxt-robots, nuxt-sitemap, nuxt-og-image, nuxt-schema-org, nuxt-link-checker, nuxt-seo-utils, nuxt-site-config, robots.txt, sitemap, sitemap.xml, og image, open graph, social sharing, meta tags, schema.org, structured data, json-ld, canonical urls, breadcrumbs, bot detection, crawling, indexing, noindex, nofollow, xml sitemap, multi
context-continuity-code
Claude Code-optimized context transfer for development workflows. Preserves code context, git state, running services, and development environment when moving work between sessions. Works seamlessly with peer review skills (Codex/Gemini). Use when transferring development work to a new Claude Code session.
event-storming
Event Storming 기법을 사용하여 PlantUML 시퀀스 다이어그램을 작성하고 유저스토리 개발을 준비합니다. 기획 구체화 시 사용하세요.
agent-validate-config
Validate agent YAML frontmatter and configuration. Use before committing agent changes or in CI.
accessibility-engineer
セマンティックHTML/JSXとWAI-ARIAを「最小で正しく」適用し、キーボード操作・スクリーンリーダ・コントラスト等を満たす実装を作るための判断軸。ネイティブ要素優先、ARIAの過剰使用を避ける。
wcag-accessibility
WCAG 2.1 AA/AAA accessibility compliance specialist for ARIA attributes, keyboard navigation, screen reader testing, color contrast validation, semantic HTML, and automated a11y testing with axe-core/
prototype-development
UI/UX 설계서를 기반으로 기본 HTML과 JavaScript를 사용하여 동작하는 프로토타입을 개발합니다. 개발 경험이 없는 사용자도 쉽게 사용할 수 있도록 설계되었습니다.
identify-architecture
Analyze ML model architecture from papers and code. Use when understanding model structure for implementation.
test-fixer
MANDATORY when: tests fail, CI fails, CI/CD fails, ci.yml fails, user provides CI log URL. Investigates failures, fixes iteratively until passing.
frontend-design
Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.
replicate-cli
This skill provides comprehensive guidance for using the Replicate CLI to run AI models, create predictions, manage deployments, and fine-tune models. Use this skill when the user wants to interact with Replicate's AI model platform via command line, including running image generation models, language models, or any ML model hosted on Replicate. This skill should be used when users ask about running models on Replicate, creating predictions, managing deployments, fine-tuning models, or working with the Replicate API through the CLI.
ml-training-debugger
Diagnose and stabilize ML training runs, recover from failures, and deliver validated fixes.
ml-expert
Design, implement, and optimize production-grade ML models and training pipelines.
artifacts-builder
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
datum-system
Helps work with the b00t datum system - TOML-based configuration for AI models,providers, and services. Datums are stored in ~/.dotfiles/_b00t_/ and specifyWHICH environment variables are required (not the values). Enables DRY approachby centralizing configuration in Rust, exposed to Python via PyO3.