Cat Dog Classification CNN Project

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DEV Community ยท Vansh Goel ยท 2026-06-27 ๊ฐœ๋ฐœ(SW)

Vansh Goel

๐Ÿš€ Deployed: Cat vs Dog Image Classification App on Vercel! ๐Ÿถ๐Ÿฑ

Excited to share my latest Machine Learning projectโ€”a complete end-to-end Cat vs Dog Image Classification web application!

Live Demo: https://cat-and-dog-classification.vercel.app

Features –>
๐Ÿ“ค Upload an image of a cat or dog
๐Ÿง  Deep learning prediction using a custom PyTorch CNN
๐Ÿ“Š Displays prediction confidence
๐Ÿ“ˆ Model evaluation metrics:
Accuracy
Precision
Recall
F1-Score
๐Ÿ”ฒ Confusion Matrix visualization
๐ŸŽฏ Responsive React frontend
โšก FastAPI backend for inference
๐Ÿ› ๏ธ Tech Stack
Frontend: React.js
Backend: FastAPI
Machine Learning: PyTorch
Deployment: Vercel (Frontend)

This project helped me understand the complete ML deployment workflowโ€”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.

MachineLearning #DeepLearning #PyTorch #FastAPI #ReactJS #AI #ComputerVision #WebDevelopment #Vercel #Python #MLProjects #OpenToWork

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์ถ”์ถœ ๋ณธ๋ฌธ ยท ์ถœ์ฒ˜: dev.to ยท https://dev.to/vansh_goel_/cat-dog-classification-cnn-project-397o

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