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Explore the integration of TinyML algorithms with IoT device management in this informative conference talk. Delve into the challenges faced by IoT solution providers when deploying TinyML on resource-constrained embedded devices and learn how the LwM2M communication protocol can address these issues. Discover the benefits of combining Edge Impulse ML with LwM2M, including streamlined OTA updates, telemetry data collection, and device management on a single network connection. Gain insights into the potential standardization of this approach and its advantages for the IoT ecosystem. Watch a demonstration of a complete TinyML operations flow based on Zephyr RTOS, showcasing system anomaly and failure detection in IoT devices.