affaan-m/ECC

pytorch-patterns

PyTorch deep learning patterns and best practices for building robust, efficient, and reproducible training pipelines, model architectures, and data loading.

2.6K installs 246K starsUpdated Sep 3, 2026License: MIT

Install

npx skills add affaan-m/ECC@pytorch-patterns

Runs in your terminal. Adds the skill globally for Claude Code, Cursor, Codex and others; add -g -y to skip prompts.

What it does

PyTorch Development Patterns Idiomatic PyTorch patterns and best practices for building robust, efficient, and reproducible deep learning applications. When to Activate - Writing new PyTorch models or training scripts - Reviewing deep learning code - Debugging training loops or data pipelines - Optimizing GPU memory usage or training speed - Setting up reproducible experiments Core Principles 1. Device-Agnostic Code Always write code that works on both CPU and GPU without hardcoding devices. 2. Reproducibility First Set all random seeds for reproducible results. 3. Explicit Shape Management…

Excerpt from the skill's own SKILL.md. Read the full file on GitHub before installing: skills run with your agent's permissions.

View source on GitHub

Before you install

Skills are plain text instructions the agent follows, sometimes with scripts. Check the source, prefer repositories with many installs and stars, and read any script it ships.

Categories

Related skills

  • backend-patterns

    affaan-m/ECC

    Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes. Use when building or reviewing Node.js, Express, or Next.js API routes and their data access.

    3.3K installs 246KDesign & UIReact & Next.jsSecurity
  • frontend-patterns

    affaan-m/ECC

    Frontend development patterns for React, Next.js, state management, performance optimization, and UI best practices. Use when building or reviewing React or Next.js components, state, or render performance.

    3.3K installs 246KDesign & UIReact & Next.jsData
  • security-review

    affaan-m/ECC

    Use this skill when adding authentication, handling user input, working with secrets, creating API endpoints, or implementing payment/sensitive features. Provides comprehensive security checklist and patterns.

    3.3K installs 246KSecurityDataCode review
  • coding-standards

    affaan-m/ECC

    Baseline cross-project coding conventions for naming, readability, immutability, and code-quality review. Use detailed frontend or backend skills for framework-specific patterns. Use when reviewing code quality or naming with no framework-specific skill that applies.

    3.1K installs 246KDesign & UIReact & Next.jsCode review
  • docker-patterns

    affaan-m/ECC

    >

    3.1K installs 246KSecurityDeploy & DevOpsCode review
  • frontend-slides

    affaan-m/ECC

    Create stunning, animation-rich HTML presentations from scratch or by converting PowerPoint files. Use when the user wants to build a presentation, convert a PPT/PPTX to web, or create slides for a talk/pitch. Helps non-designers discover their aesthetic through visual exploration rather than abstract choices.

    3.1K installs 246KDesign & UIAnimationOffice documents

Search skills

/skills/affaan-m/ECC/pytorch-patterns/