applications

Practical applications and use cases for CLIP.

Skills
AI research
3

What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
In Claude Code, describe what you need - the skill turns on by itself when the context fits.
No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/applications && curl -fsSL https://doutorai.pt/data/lib/skills__applications.md -o .claude/skills/applications/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# CLIP Applications Guide

Practical applications and use cases for CLIP.

## Zero-shot image classification

```python
import torch
import clip
from PIL import Image

model, preprocess = clip.load("ViT-B/32")

# Define categories
categories = [
    "a photo of a dog",
    "a photo of a cat",
    "a photo of a bird",
    "a photo of a car",
    "a photo of a person"
]

# Prepare image
image = preprocess(Image.open("photo.jpg")).unsqueeze(0)
text = clip.tokenize(categories)

# Classify
with torch.no_grad():
    image_features = model.encode_image(image)
    text_features = model.encode_text(tex

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