{"slug": "cat-dog-classification-cnn-project", "title": "Cat Dog Classification CNN Project", "summary": "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.", "body_md": "🚀 Deployed: Cat vs Dog Image Classification App on Vercel! 🐶🐱\n\nExcited to share my latest Machine Learning project—a complete end-to-end Cat vs Dog Image Classification web application!\n\nLive Demo: [https://cat-and-dog-classification.vercel.app](https://cat-and-dog-classification.vercel.app)\n\nFeatures -->\n\n📤 Upload an image of a cat or dog\n\n🧠 Deep learning prediction using a custom PyTorch CNN\n\n📊 Displays prediction confidence\n\n📈 Model evaluation metrics:\n\nAccuracy\n\nPrecision\n\nRecall\n\nF1-Score\n\n🔲 Confusion Matrix visualization\n\n🎯 Responsive React frontend\n\n⚡ FastAPI backend for inference\n\n🛠️ Tech Stack\n\nFrontend: React.js\n\nBackend: FastAPI\n\nMachine Learning: PyTorch\n\nDeployment: Vercel (Frontend)\n\nThis 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.\n\nI'd love to hear your feedback! Feel free to try it out and let me know what you think.", "url": "https://wpnews.pro/news/cat-dog-classification-cnn-project", "canonical_source": "https://dev.to/vansh_goel_/cat-dog-classification-cnn-project-397o", "published_at": "2026-06-26 17:46:29+00:00", "updated_at": "2026-06-26 18:34:00.809804+00:00", "lang": "en", "topics": ["machine-learning", "computer-vision", "neural-networks", "developer-tools"], "entities": ["PyTorch", "FastAPI", "React", "Vercel"], "alternates": {"html": "https://wpnews.pro/news/cat-dog-classification-cnn-project", "markdown": "https://wpnews.pro/news/cat-dog-classification-cnn-project.md", "text": "https://wpnews.pro/news/cat-dog-classification-cnn-project.txt", "jsonld": "https://wpnews.pro/news/cat-dog-classification-cnn-project.jsonld"}}