Transform Your Raspberry Pi 5 into an Explainable AI Research Platform with Grad-CAM and LIME

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

Deep learning models often make decisions that are hard to interpret. With this kit, you turn a Raspberry Pi 5 into a portable XAI analyser that runs Grad-CAM and LIME directly on the edge, overlaying heatmaps on live camera feeds to reveal what a convolutional neural network is truly seeing. It's a complete research sandbox for explainability — no cloud dependency, no latency.

What You'll Build

You will assemble a dedicated hardware system that captures images through the Pi Camera Module 3, runs a pre-trained image classifier on the Pi 5, and applies state-of-the-art XAI techniques to generate visual explanations on the 7-inch touch display. The result is a self-contained, battery-free analyser you can use to debug models, validate AI fairness, or present at project reviews and hackathons.

What You'll Learn

• Deploy a CNN classifier on Raspberry Pi 5 with TensorFlow Lite or ONNX and benchmark inference latency
• Implement Grad-CAM to visualise class activation maps in real-time, pinpointing the pixels that drive a prediction
• Apply LIME to generate superpixel-based explanations, comparing local fidelity against Grad-CAM results
• Optimize edge inference pipelines with NVMe SSD and the M.2 HAT, balancing precision and speed on a portable rig

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

This kit is designed for B.Tech ECE, CSE, and EEE students working on final-year projects or internships in AI explainability, as well as researchers at IITs, NITs, VIT, and BITS who need a portable edge-AI testbed. It also fits Smart India Hackathon teams tackling healthcare or autonomous systems themes where model transparency is essential. CBSE Class 12 students with strong Python skills will find it a challenging, rewarding introduction to XAI research.

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.