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mindrally/machine-learning

Desarrollo de aprendizaje automático con JAX, patrones de programación funcional y computación de alto rendimiento.

¿Qué es machine-learning?

Este skill está diseñado para desarrolladores e investigadores que trabajan en aprendizaje automático con JAX. Su enfoque principal es la programación funcional y la computación de alto rendimiento, proporcionando herramientas y patrones para implementar, entrenar y optimizar modelos de machine learning de manera eficiente. Es útil porque JAX ofrece diferenciación automática, compilación JIT y soporte nativo para aceleradores (GPU/TPU), lo que permite escribir código numérico rápido y flexible. El skill se basa en el documento SKILL.md que describe cómo estructurar pipelines de entrenamiento, manejar transformaciones funcionales (como `jit`, `vmap`, `pmap`) y aplicar técnicas de optimización avanzadas, todo orientado a maximizar el rendimiento computacional sin sacrificar la claridad del código. Soporta los principales entornos de desarrollo como Claude Code, Cursor y Codex, y su documentación guía al usuario en la integración de estos patrones en proyectos de machine learning.

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

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¿Qué hace machine-learning?

Desarrollo de aprendizaje automático con JAX, patrones de programación funcional y computación de alto rendimiento.

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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