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mindrally/deep-learning-pytorch

PyTorch、Transformers、Diffusers、Gradioを用いた深層学習、トランスフォーマー、拡散モデル、LLM開発の専門的なガイダンスを提供します。

deep-learning-pytorch とは?

このスキル(mindrally/deep-learning-pytorch)は、PyTorch、Hugging Face Transformers、Diffusers、Gradioといった主要な深層学習ライブラリを活用して、深層学習、トランスフォーマー、拡散モデル、大規模言語モデル(LLM)の開発に関する専門的なガイダンスを提供します。AIエージェント(Claude Code、Cursor、Codexなど)と統合することで、モデルの設計、トレーニング、ファインチューニング、推論、デプロイメントの各段階を支援します。このスキルは、複雑なニューラルネットワークアーキテクチャの実装、最先端の拡散モデルによる画像・音声生成、LLMのプロンプトエンジニアリングや調整、さらにGradioを使ったインタラクティブなデモアプリケーションの構築などを効率的に行うための知識とベストプラクティスを提供します。開発者はこのスキルを使用して、PyTorchベースのワークフローを加速し、最新の研究成果をプロトタイプや本番システムに迅速に組み込むことができます。

対応~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/mindrally/skills/tree/main/skills/deep-learning-pytorch

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ドキュメント

deep-learning-pytorch は何をしますか?

PyTorch、Transformers、Diffusers、Gradioを用いた深層学習、トランスフォーマー、拡散モデル、LLM開発の専門的なガイダンスを提供します。

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/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/machine-learning

Machine learning development with JAX, functional programming patterns, and high-performance computing.

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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