Smart Doorbell Camera Pro Kit – Build Your Own AI Crop Disease Classifier with Raspberry Pi 5

Every part needed, pre-tested for compatibility, with an AI build companion trained on this exact project. Shipped from Bengaluru in 3-5 days.

Transform a Raspberry Pi 5 into an intelligent plant doctor that can identify common crop diseases in seconds. This kit harnesses the power of on-device AI—running MobileNetV2 on the Pi 5’s AI HAT+—to classify leaf images and display the disease type, turning your electronics bench into a precision agriculture lab. From idea to first inference in under a day, this kit removes the guesswork of sourcing, wiring, and software stack so you can focus on the AI application. Whether you’re solving real-world farming challenges or building for a hackathon, this project delivers a working, deployable edge AI prototype.

What You'll Build

You'll assemble a standalone camera system that captures a leaf’s image and instantly processes it through a pre-trained neural network. The result is a clear disease diagnosis (e.g., Early Blight, Rust, or Powdery Mildew) shown on an external monitor or via simple LED indicators. The compact form factor can later be adapted into a security doorbell shell if desired—giving you a dual-purpose AI camera platform.

What You'll Learn

• Deploy and optimize MobileNetV2 on a Raspberry Pi 5 AI HAT+ accelerator
• Configure the Pi Camera Module 3 for high-resolution still capture under varying light
• Implement a real-time inference pipeline with TensorFlow Lite for microcontrollers
• Control GPIO outputs (LEDs) to signal classification results without a screen

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

Perfect for B.Tech ECE/EEE final-year students tackling Smart India Hackathon challenges on agriculture or IoT, as well as CBSE Class 12 innovators building AI projects for ATL Tinkering Labs. Researchers at IITs, NITs, or VIT exploring edge AI for crop monitoring will also find this an invaluable, ready-to-go hardware stack.

Built and Backed by Compoden

Every Compoden kit ships with an AI build companion trained on this exact project — accessible via a QR code on the box, with WhatsApp and email backup. We've spent 10 years building projects for makers, schools, and institutions across India. If a part fails because of a manufacturing defect, replace it free within 7 days.