machine-learning은(는) 무엇을 하나요?
JAX, 함수형 프로그래밍 패턴, 고성능 컴퓨팅을 활용한 머신러닝 개발
JAX, 함수형 프로그래밍 패턴, 고성능 컴퓨팅을 활용한 머신러닝 개발
이 스킬은 JAX 라이브러리와 함수형 프로그래밍 패턴을 결합하여 고성능 컴퓨팅 환경에서 머신러닝 모델을 개발할 수 있도록 지원합니다. 주로 JAX의 자동 미분, JIT 컴파일, 벡터화 기능을 활용하여 효율적인 연구 및 프로덕션 워크플로우를 구성하는 데 초점을 맞춥니다. 이 스킬은 AI 에이전트(Claude Code, Cursor 등)와 함께 사용되어, 사용자에게 JAX 기반 학습 루프 최적화, 순수 함수형 모델 설계, 그리고 다중 GPU/TPU 활용 전략을 안내합니다. SKILL.md 문서를 기반으로 하여, 기본적인 선형 회귀부터 복잡한 신경망 구조까지 함수형 프로그래밍 원칙을 유지하며 확장 가능한 코드를 작성하는 방법을 설명합니다.
npx skills add https://github.com/mindrally/skills/tree/main/skills/machine-learningInstalled? Explore more 코딩 & 개발 skills: steipete/bluebubbles, steipete/eightctl, steipete/blucli · View all 6 →
JAX, 함수형 프로그래밍 패턴, 고성능 컴퓨팅을 활용한 머신러닝 개발
This repo contains 20 individual skills — each has its own dedicated page.
Implement web accessibility (a11y) best practices following WCAG guidelines to create inclusive, accessible user interfaces.
Expert guidelines for Chrome extension development with Manifest V3, covering security, performance, and best practices. Use when building browser extensions, creating popup UIs, implementing content scripts, working with Chrome APIs, managing extension permissions, or publishing to Chrome Web Store.
Expert guidance for computer vision development using OpenCV, PyTorch, and modern deep learning techniques for image and video processing.
Expert guidance for data analysis, visualization, and Jupyter Notebook development with pandas, matplotlib, seaborn, and numpy.
Expert guidance for deep learning, transformers, diffusion models, and LLM development with PyTorch, Transformers, Diffusers, and Gradio.
Expert in Expo React Native TypeScript mobile development with best practices
Expert in FastAPI Python development with best practices for APIs and async operations
Expert guidelines for building performant animations with Framer Motion/Motion library in React applications
HTMX development guidelines for building dynamic web applications with minimal JavaScript using HTML attributes.
Guidelines for implementing JWT authentication with security best practices for token creation, validation, and storage
MySQL development best practices for schema design, query optimization, and database administration
Expert in TypeScript, Node.js, Next.js App Router, React, Shadcn UI, Radix UI and Tailwind
Full-stack Next.js 14 development with TypeScript, TailwindCSS, and Supabase for building production-ready web applications.
Expert guidance for Odoo ERP development including Python ORM, XML views, and module architecture
Expert guidance for browser automation using Puppeteer with best practices for web scraping, testing, screenshot capture, and JavaScript execution in headless Chrome.
Redis development best practices for caching, data structures, and high-performance key-value operations
Expert guidance for building web scrapers and crawlers using the Scrapy Python framework with best practices for spider development, data extraction, and pipeline management.
SCSS/Sassy CSS best practices and coding guidelines for maintainable, scalable stylesheets
Guidelines for developing with TypeORM, a full-featured ORM for TypeScript and JavaScript supporting multiple databases
Expert in web scraping and data extraction with Python tools
Send and manage iMessages via BlueBubbles, including attachments, tapbacks, edits, replies, and groups.
Control Eight Sleep pods (status, temperature, alarms, schedules).
BluOS CLI (blu) for discovery, playback, grouping, and volume.
Create, search, and manage Bear notes via grizzly CLI.
Capture frames or clips from RTSP/ONVIF cameras.
Search GIF providers with CLI/TUI, download results, and extract stills/sheets.