Autonomous drone-based precision agriculture system using Pixhawk 2.4.8 and Raspberry Pi 3B+. Implements MobileNetV2 for real-time weed classification and U-Net for plant disease segmentation (future deployment), enabling intelligent crop monitoring and scalable smart farming solutions.