# Computer Vision Basics

> Implement basic computer vision for image recognition and analysis

- Skill: `lgrappag/computer-vision-basics` (Agent Skill)
- Install (CLI): `npx skillmds@latest add lgrappag/computer-vision-basics`
- Raw SKILL.md: https://api.skillmd.com/api/skills/lgrappag/computer-vision-basics/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: LgrappaG (https://skillmd.com/u/lgrappag)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/lgrappag/computer-vision-basics

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# Computer Vision Basics

Implement basic computer vision for image recognition and analysis

## Risk Level
**HIGH**

## Core Rules
- Validate accuracy
- optimize inference
- test robustness

## Response Pattern

### When Using This Skill
1. Configure vision models
2. train classifiers
3. validate results
4. Ensure performance meets requirements

## Usage Contexts
- Image recognition
- object detection

## What NOT to Do
- Poor accuracy
- slow inference
- overfitting to images

## Key Requirements
- Understand the use cases before application
- Follow the documented response pattern
- Validate results in the target environment
- Monitor for performance impact

## Further Learning
Review related skills and documentation for deeper understanding of related systems and best practices.