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mindrally/machine-learning

使用JAX、函数式编程模式和高性能计算进行机器学习开发。

machine-learning 是什么?

mindrally/machine-learning 技能专为使用 JAX 进行机器学习开发而设计,强调函数式编程模式和高性能计算。该技能适用于支持自定义技能的 AI 智能体平台(如 Claude Code、Cursor 或 Codex)。它提供了编写高效、可扩展的机器学习代码所需的核心指导原则,涵盖 JAX 的符号化 API(如 `jit`、`vmap`、`pmap`)、纯函数定义、以及利用 JAX 的强大自动微分和并行化能力。通过采用函数式范式,开发者可以构建更易于推理、测试和优化的模型。该技能还涉及与高性能计算相关的实践,包括内存管理、梯度累积以及利用 TPU/GPU 加速。其目的是简化在尖端硬件基础设施上使用 JAX 进行现代 ML 工作流的开发过程,使 AI 智能体能够高效地生成生产级的机器学习代码。

兼容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/mindrally/skills/tree/main/skills/machine-learning

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machine-learning 是做什么的?

使用JAX、函数式编程模式和高性能计算进行机器学习开发。

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

mindrally/accessibility-a11y

Implement web accessibility (a11y) best practices following WCAG guidelines to create inclusive, accessible user interfaces.

mindrally/chrome-extension-development

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.

mindrally/computer-vision-opencv

Expert guidance for computer vision development using OpenCV, PyTorch, and modern deep learning techniques for image and video processing.

mindrally/data-analysis-jupyter

Expert guidance for data analysis, visualization, and Jupyter Notebook development with pandas, matplotlib, seaborn, and numpy.

mindrally/deep-learning-pytorch

Expert guidance for deep learning, transformers, diffusion models, and LLM development with PyTorch, Transformers, Diffusers, and Gradio.

mindrally/expo-react-native-typescript

Expert in Expo React Native TypeScript mobile development with best practices

mindrally/fastapi-python

Expert in FastAPI Python development with best practices for APIs and async operations

mindrally/framer-motion

Expert guidelines for building performant animations with Framer Motion/Motion library in React applications

mindrally/htmx

HTMX development guidelines for building dynamic web applications with minimal JavaScript using HTML attributes.

mindrally/jwt-security

Guidelines for implementing JWT authentication with security best practices for token creation, validation, and storage

mindrally/mysql-best-practices

MySQL development best practices for schema design, query optimization, and database administration

mindrally/nextjs-react-typescript

Expert in TypeScript, Node.js, Next.js App Router, React, Shadcn UI, Radix UI and Tailwind

mindrally/nextjs-typescript-tailwindcss-supabase

Full-stack Next.js 14 development with TypeScript, TailwindCSS, and Supabase for building production-ready web applications.

mindrally/odoo-development

Expert guidance for Odoo ERP development including Python ORM, XML views, and module architecture

mindrally/puppeteer-automation

Expert guidance for browser automation using Puppeteer with best practices for web scraping, testing, screenshot capture, and JavaScript execution in headless Chrome.

mindrally/redis-best-practices

Redis development best practices for caching, data structures, and high-performance key-value operations

mindrally/scrapy-web-scraping

Expert guidance for building web scrapers and crawlers using the Scrapy Python framework with best practices for spider development, data extraction, and pipeline management.

mindrally/scss-best-practices

SCSS/Sassy CSS best practices and coding guidelines for maintainable, scalable stylesheets

mindrally/typeorm

Guidelines for developing with TypeORM, a full-featured ORM for TypeScript and JavaScript supporting multiple databases

mindrally/web-scraping

Expert in web scraping and data extraction with Python tools

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