Accelerate Reinforcement Learning Research with the Raspberry Pi 5 Reward Shaping Robot Kit

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

Build a research-grade differential-drive robot and use it to implement potential-based reward shaping on the Raspberry Pi 5. You’ll train navigation policies with and without shaping, then compare convergence rates and final behaviour — just as a graduate RL lab would. This kit lets you move from theoretical planning to real‑world RL evaluation in a single project, using a platform that replicates genuine research workflows.

What You'll Build

You’ll assemble a fully mobile robot with the Pi 5 as the onboard brain, an NVMe SSD for low‑latency data logging, and a Cytron motor driver controlling two DC motors. The robot runs custom Gymnasium environments where you inject a potential function based on distance‑to‑goal. You’ll log Q‑values, loss curves, and success rates to visualize exactly where reward shaping cuts training time without altering the optimal policy.

What You'll Learn

• Implement potential‑based reward shaping using handcrafted features and verify that it preserves the optimal policy
• Compare sample efficiency of Q‑learning/DQN variants with and without shaping on a real mobile robot
• Set up a Raspberry Pi 5 with an NVMe SSD and M.2 HAT for high‑speed RL data handling and model checkpointing
• Interface DC motors with a Cytron driver and integrate them into a closed‑loop RL loop using real‑time odometry feedback

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

Ideal for B.Tech and M.Tech students at IITs, NITs, VIT, and BITS Pilani working on RL capstone projects, Smart India Hackathon teams building autonomous robots with fast learning cycles, and ATL Tinkering Lab mentors guiding advanced independent study. If you’re ready to move beyond simulation and compare shaped vs unshaped convergence on real hardware, this kit was built for you.

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.