Deploy Custom AI Vision on the Edge: Raspberry Pi 5 TFLite Training & Deployment 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.

Imagine pointing a Raspberry Pi camera at a workstation and identifying defective PCBs, sorting recyclables, or counting visitors — all with a custom model running locally, no cloud needed. This kit guides you through training a classifier on your own dataset, quantising for INT8 acceleration, and deploying to a Pi 5 equipped with fast NVMe storage for real-time inference. It’s the full MLOps loop, from laptop to edge, packaged with every component and a dedicated AI companion.

What You'll Build

You’ll create a complete edge AI system: a custom image classifier that runs entirely on-device using TensorFlow Lite. Your model will be trained via transfer learning from a pre‑trained MobileNet, quantised to 8‑bit precision, and deployed with a live camera feed. The finished system shows classification labels and confidence scores on screen, with model and images stored on the high‑speed NVMe SSD.

What You'll Learn

• Train a custom image classifier with TensorFlow and apply transfer learning on a laptop
• Quantise a floating-point model to TFLite INT8 for faster inference on Pi 5
• Integrate Pi Camera Module 3 with the TFLite runtime for real-time classification
• Set up an NVMe SSD boot drive on Pi 5 via M.2 HAT for high-speed model and data storage

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

Tailored for final-year B.Tech (ECE/EEE/CS) students at IITs, NITs, VIT, and BITS Pilani tackling computer vision capstone projects, Smart India Hackathon finalists needing rapid edge AI prototyping, and junior MLOps engineers building proof-of-concepts for Indian startups. If you’re ready to move beyond canned examples and train models on your own data, this kit gives you the hardware and guided workflow to make it happen.

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.