machine-learning 是做什麼的？
使用 JAX、函數式程式設計模式與高效能運算進行機器學習開發。
使用 JAX、函數式程式設計模式與高效能運算進行機器學習開發。
此技能專注於使用 JAX 進行機器學習開發，並結合函數式程式設計模式與高效能運算技術。JAX 是一個用於高效能數值計算的 Python 函式庫，支援自動微分、即時編譯（JIT）以及 GPU/TPU 加速，特別適合深度學習與科學計算。透過此技能，開發者可以利用 JAX 的高階 API（如 `jax.numpy`、`jax.grad`、`jax.vmap` 等）來簡化模型建構與最佳化流程。同時，函數式程式設計模式（如純函數、不可變資料結構）能提升程式碼的可維護性與平行運算效率。此技能支援多種平台（包括本機與雲端環境），並提供實作範例與最佳實踐，協助開發者快速上手。無論是進行研究實驗、部署生產級模型，或是探索新興的機器學習架構，此技能都能提供紮實的基礎與工具。
npx skills add https://github.com/mindrally/skills/tree/main/skills/machine-learningInstalled? Explore more 程式設計與開發 skills: steipete/bluebubbles, steipete/eightctl, steipete/blucli · View all 6 →
使用 JAX、函數式程式設計模式與高效能運算進行機器學習開發。
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.