End-to-End MLOp System for Pre-clinical Medical Research

Watch a conference presentation from the tinyML Summit 2023 exploring an innovative end-to-end MLOps system developed for pre-clinical medical research. Learn how Tecniplast transformed their laboratory animal monitoring operations by implementing TinyML solutions in partnership with STMicroelectronics. Discover the journey from traditional capacitive sensor technology to an advanced embedded camera system that addresses key challenges in laboratory animal welfare management. Explore the complete development process, including hardware architecture, embedded firmware, connectivity protocols, and cloud infrastructure. Understand how deploying TinyML on embedded boards helped scale monitoring operations, improve medical protocol sterility, and reduce costs. Gain insights from real-world field tests involving 500 boards running multiple neural networks, and learn valuable lessons from this successful implementation of MLOps from cloud to embedded deployment in pre-clinical research settings.