Raspberry Pi 5 Robot Arm Kit with EWC: Learn Sequential Task Mastery Without Forgetting

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 lets you build a real 4-DOF robot arm that uses a Pi Camera to learn a sequence of pick-and-place tasks, applying Elastic Weight Consolidation (EWC) to avoid catastrophic forgetting. Benchmark the results directly against naive fine-tuning on the same hardware - no simulation, just physical execution. Simulate retail restocking scenarios where a camera detects footfall cues and triggers sequential grasping, testing whether the arm remembers all prior tasks after learning new ones.

What You'll Build

A complete vision-guided robotic manipulator on a desk. You'll train it to grasp from one bin and place into another, then add a second task and a third, tracking accuracy after each new training phase. The EWC implementation preserves synaptic importance, so you'll see exactly where naive fine-tuning degrades earlier skills. The kit yields a reusable testbed for continual learning research in a compact form.

What You'll Learn

• Implement the EWC loss function on a Pi 5 and integrate it into a convolutional object classifier
• Design sequential manipulation tasks with physical outcomes and log per-task accuracy
• Control four MG996R servos via PCA9685 for repeatable trajectories using inverse kinematics
• Benchmark forgetting curves - compare EWC versus vanilla fine-tuning on the same exact hardware loop

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

B.Tech CSE, ECE, and AI/ML students tackling Smart India Hackathon challenges involving continual learning or manipulator control. Research assistants at IITs and NITs setting up rapid prototypes for forgetting experiments. ATL Tinkering Lab mentors guiding advanced learners through real-world benchmarking of AI stability. If you can already load a model on a Pi and control a servo through GPIO, you are ready.

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.