Pi 5 Continual Robot Learning Research Kit — Master Catastrophic Forgetting Solutions on a Physical Arm

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

Forget everything you know about rigid, single-task robot training. This kit hands you a complete Raspberry Pi 5–powered robot arm and the exact tools to benchmark Elastic Weight Consolidation against naive fine-tuning — showing how a physical bot can learn pick-and-place, then stacking, then sorting, without overwriting earlier skills. The result is not just a robot; it’s a reusable research platform for continual learning experiments directly on real hardware.

What You’ll Build

You assemble a 4-DOF servo arm with Pi Camera 3 vision and NVMe SSD storage, then train it on a sequence of manipulation tasks. First, the arm learns to grasp and move objects; next, it learns to stack cubes; finally, it sorts by color. With EWC active, the arm retains near-perfect accuracy on the first task even after mastering the third — exactly the behavior you’d document in a thesis, hackathon demo, or lab paper.

What You’ll Learn

• Implement Elastic Weight Consolidation (EWC) on Raspberry Pi 5 to preserve neural network weights across sequential tasks
• Set up a vision-guided servo system using Pi Camera Module 3 and PCA9685 driver for real-time object detection and arm actuation
• Design rigorous benchmarks comparing EWC-protected training against naive fine-tuning, measuring accuracy decay per task
• Log and visualize training experiments on the NVMe SSD, turning raw sensor data into clear learning curves

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

B.Tech ECE/EEE students tackling Smart India Hackathon robotics challenges or final-year projects on continual learning. M.Tech researchers at IITs, NITs, VIT, or BITS Pilani who need a reproducible hardware setup for benchmarking catastrophic forgetting. ATL tinkering mentors guiding advanced learners through real-world AI experiments. If you’ve outgrown simulated environments and want a physical arm that keeps learning without resetting, this kit matches your ambition.

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.