Build an intelligent AI-based nut and bolt sorting system using a trained Convolutional Neural Network (CNN) for accurate real-time classification and automation. This project demonstrates how computer vision and deep learning can be applied to industrial sorting processes using camera-based detection for fast and reliable results. Ideal for students and professionals exploring AI, machine learning, computer vision, and industrial automation, this project offers hands-on experience with practical edge-AI applications.