cd /news/machine-learning/cat-dog-classification-cnn-project · home topics machine-learning article
[ARTICLE · art-41145] src=dev.to ↗ pub= topic=machine-learning verified=true sentiment=↑ positive

Cat Dog Classification CNN Project

A developer deployed a Cat vs Dog image classification web application on Vercel. The app uses a custom PyTorch CNN for predictions and displays confidence scores, evaluation metrics, and a confusion matrix. The tech stack includes React.js for the frontend and FastAPI for the backend.

read1 min views1 publishedJun 26, 2026

🚀 Deployed: Cat vs Dog Image Classification App on Vercel! 🐶🐱

Excited to share my latest Machine Learning project—a complete end-to-end Cat vs Dog Image Classification web application!

Live Demo: [https://cat-and-dog-classification.vercel.app](https://cat-and-dog-classification.vercel.app)

Features -->

📤 Upload an image of a cat or dog

🧠 Deep learning prediction using a custom PyTorch CNN

📊 Displays prediction confidence

📈 Model evaluation metrics:

Accuracy

Precision

Recall

F1-Score

🔲 Confusion Matrix visualization

🎯 Responsive React frontend

⚡ FastAPI backend for inference

🛠️ Tech Stack

Frontend: React.js

Backend: FastAPI

Machine Learning: PyTorch

Deployment: Vercel (Frontend) This project helped me understand the complete ML deployment workflow—from training a CNN model to building an API and integrating it with a modern frontend.

I'd love to hear your feedback! Feel free to try it out and let me know what you think.

── more in #machine-learning 4 stories · sorted by recency
── more on @pytorch 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
Live at https://your-agent.zahid.host
Get free account → Pricing
from €0/mo · no card required
LIVE [news/cat-dog-classificati…] indexed:0 read:1min 2026-06-26 ·