Raspberry Pi 5 Counterfactual Robot — Build a Classroom Engagement Analytics Platform

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

This kit transforms a Raspberry Pi 5 into a mobile robot that doesn’t just observe a classroom — it imagines alternative teaching interventions. Using a high-resolution camera and your own counterfactual models, the robot scans engagement cues across the room, then simulates what would have happened if the teacher had moved, paused, or changed activities. It’s a complete platform for research-grade education analytics, bringing causal inference into the real world.

What You'll Build

You will assemble a wheeled robot that navigates spaces autonomously, captures continuous video with the Pi Camera Module 3, and stores raw data on a 512GB NVMe SSD. The real power comes from on-device counterfactual reasoning: your trained model processes position, gaze direction, and posture data, then outputs alternative engagement scenarios. Show a professor the dashboard: “If I had stood here, attention scores would have shifted by 18%.”

What You'll Learn

• Deploying computer vision pipelines on a Raspberry Pi 5 for real-time head-pose and gaze estimation
• Driving DC motors via a Cytron MDD10A and calibrating odometry for precise indoor navigation
• Logging multimodal sensor streams to an NVMe SSD over PCIe for latency-free analytics
• Implementing counterfactual inference using structural causal models or do-calculus on edge devices

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

This kit targets advanced undergraduates and postgraduates — B.Tech ECE or CSE students at IITs, NITs, VIT, or BITS working on final-year projects in AI or edu-tech. It’s equally valuable for Smart India Hackathon teams building causal-AI prototypes, and for researchers needing a reproducible, mobile testbed for counterfactual fairness studies in educational settings.

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.