Practical – Creating an IoT-integrated Amazon Bedrock RAG web application

The convergence of IoT and advanced data processing opens a realm of possibilities for innovation. In this practical exercise, we explore how to deploy a RAG model on an IoT device, specifically a Raspberry Pi, using Flask as our web server framework. By setting up a Flask server on a Raspberry Pi, we demonstrate a lightweight yet powerful approach to integrating AI capabilities into IoT devices. This exercise provides a hands-on experience in deploying AI models to edge devices, highlighting the potential of IoT systems to not only collect data but to host services that can interpret and provide intelligence.

RAG combines the retrieval of informational documents with the generation of responses, enabling the system to provide informative, contextually relevant answers to user queries. We will be accomplishing this by using one of the newer emerging technologies for generative AI: Amazon Bedrock. Amazon...