機器學習
1913 skills in 數據與 AI > 機器學習
mydetailarea-reports
Professional report generation system for MyDetailArea dealership management. Creates business intelligence reports with data visualization, multi-format export (HTML/PDF/Excel/CSV), and Notion-style design. Use when generating operational reports, financial analytics, performance dashboards, or custom data exports for the dealership system.
html-semantic-engineering
30 pragmatic rules for production HTML covering semantic markup, accessibility (WCAG 2.1 AA), performance optimization, forms, and security. Use when writing HTML, building page structures, creating forms, implementing accessibility, or optimizing for SEO and Core Web Vitals.
business-english-game
Create interactive learning games for business English practice.Supports multiple game types (quiz, simulation, drag-drop) acrossvarious business scenarios (emails, meetings, presentations, negotiations).Generate HTML/React-based games tailored to user's industry, job role,and proficiency level. Use when users request business English learninggames, practice materials, interactive training content, or educationalexercises for professional English communication.
test-quality-enforcer
Enforces zero-tolerance test quality through two-phase testing strategy (Focus → Stable → Regression). Proactively activates when testing context detected. Blocks failures, enforces coverage thresholds (70% min, 85% actors, 80% business logic), and provides gamified feedback. Implements "testing is art in efficiency" - fast module feedback then comprehensive regression.
global-tech-stack
Reference and maintain consistency with the project's technical stack including frameworks, runtimes, languages, frontend libraries, databases, ORMs, testing tools, deployment platforms, and third-party services. Use this skill when making technology choices or selecting libraries that need to align with the existing stack, adding new dependencies to package.json, pnpm-workspace.yaml, requirements.txt, or other dependency management files, implementing features using the project's established frameworks, ORMs, databases, or APIs, writing code in the project's primary language and runtime environment, setting up testing infrastructure with the project's test frameworks, configuring CI/CD pipelines or deployment settings, integrating third-party services that match the project's existing integrations, ensuring compatibility with the project's build tools and bundlers, or ensuring any technical implementation decision aligns with the project's established technologies, architectural patterns, and conventions doc
ui-ux-pro-max
UI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 8 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app, .html, .tsx, .vue, .svelte. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, flat design. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, hover, shadow, gradient.
wcag-validator
Automatically validate Moodle templates, JavaScript, and CSS for WCAG 2.1 Level AA accessibility compliance. Checks semantic HTML, ARIA patterns, keyboard navigation, color contrast, and screen reader compatibility. Activates when working with Mustache templates, AMD modules, or discussing accessibility, a11y, WCAG, screen readers, or keyboard navigation.
worldcat-api
Use OCLC WorldCat APIs to search for books and scholarly materials, retrieve bibliographic metadata, check library holdings worldwide, and get classification data. Use when working with ISBNs, DOIs, OCLC numbers, library catalogs, or institutional holdings.
chezmoi-development
This skill should be used when developing or modifying dotfiles using chezmoi. Covers using .chezmoidata for configuration data and modify_ scripts (or run_onchange_after_ scripts for symlinked directories) for non-destructive file merging. Particularly useful when needing to configure application settings without overwriting user preferences.
ai-machine-learning
Master AI, machine learning, and data science. Learn Python, deep learning, LLMs, MLOps, data pipelines, and production AI systems. Build generative AI applications and deploy scalable ML models.
poplar-direct-mail
Design and send programmatic direct mail using Poplar's HTML templates and API. Use for creating dynamic mail pieces (postcards, bifolds, trifolds, letters) with personalization and triggering mail via API.
signalwire-agents-sdk
Expert assistance for building SignalWire AI Agents in Python. Automatically activates when working with AgentBase, SWAIG functions, skills, SWML, voice configuration, DataMap, or any signalwire_agents code. Provides patterns, best practices, and complete working examples.
web-artifacts-builder
Suite of tools for creating elaborate, multi-component 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.
mlops
Model versioning, MLflow, experiment tracking, model registry, production ML
gtars
High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage tracks, overlap detection, tokenization for ML models, or fragment analysis in computational genomics and machine learning applications.
kamal-deploy
Deploy Docker applications using Kamal 2 with zero-downtime and automatic SSL. Use this skill when (1) setting up new Kamal deployments, (2) generating deploy.yml configuration, (3) deploying apps that lack health endpoints (using Caddy workaround).
developing-buildkite-pipelines
Use when creating, modifying, or debugging Buildkite pipeline YAML files - ensures current syntax from official docs, validates configurations before proposing changes, and references Buildkite best practices instead of relying on training data
add-doc
Add new documentation sources to .claude/doc-sources.toml for Context7 access
frontend-accessibility
Build accessible user interfaces following WCAG 2.2 standards with proper semantic HTML, ARIA attributes, keyboard navigation, and screen reader support. Use this skill when creating or modifying UI components, forms, interactive elements, navigation menus, modals, or any frontend code that users interact with. Apply this skill when implementing keyboard navigation, focus management, color contrast requirements, alternative text for images, form labels, ARIA roles and landmarks, or when ensuring components work with assistive technologies like screen readers. This skill is essential when working with React, Vue, or other framework components, HTML templates, JSX files, or any UI implementation to ensure inclusive design that serves users with visual, auditory, motor, or cognitive disabilities and meets legal compliance standards (ADA, WCAG 2.2 Level AA).
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.