HVAC Performance Monitor Kit v25 — End-to-End MLOps on Raspberry Pi 5

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

With the HVAC Performance Monitor Kit v25, you’ll build a complete production-grade machine learning system on real hardware. Three ESP32-based sensor nodes stream temperature, humidity, and vibration data to a Raspberry Pi 5 central server. From there, you’ll run the full MLOps lifecycle—data collection, model training, A/B testing, and deployment—all on-device, simulating a real industrial HVAC monitoring deployment.

What You'll Build

By the end of this build, you’ll have a working IoT network of three wireless sensor nodes feeding a Pi 5. You’ll train a model to predict HVAC performance degradation and deploy it in a production-like environment with monitoring and rollback capabilities. You’ll gain hands-on experience with the same MLOps workflow used in smart buildings and factories.

What You'll Learn

• Set up a multi-node ESP32 wireless sensor network collecting DHT22 and ADXL345 data
• Deploy a real-time data pipeline from sensors to a Pi 5 over WiFi using MQTT
• Train and evaluate an ML model on the Pi 5, then conduct A/B testing of model versions
• Monitor model performance in production and implement graceful fallback strategies

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

This kit is designed for final-year B.Tech ECE/EEE/CS students building capstone projects on AI-driven IoT, Smart India Hackathon teams tackling industrial automation challenges, and early-career engineers wanting to add production MLOps experience to their portfolio. It’s equally suited for M.Tech researchers at IITs, NITs, and VIT focusing on edge AI.

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.