 Hello, today let me walk you through the world of smart cities. Many of our customers are committed to bring new innovation in our neighborhood. This use case is numerous and the value is undeniable. As the market evolves, we see new and different types of applications emerging. Well, what are the key features to enable this market? We need to keep the energy consumption down. We need to limit the cost of cloud computing and we need to reduce the risk related to cybersecurity and data privacy needs. Today, with SCM32 hardware and its rich ecosystem, we will show you how features of our embedded AI solution can help you. Let's dive into our demonstration. At the heart of this system is our SCM32 U5, one of the world-leading ultralow-powered microcontrollers. We use it to run a neural network to classify sounds. With the memory footprint of only 200 kilobytes, we can classify more than 500 different sounds. Yes, you heard me well. A 32-bit microcontroller is able to recognize and classify multiple types of sounds on its own without relying on any remote services. Different sounds will be played, dog, fire, car and recorded thanks to a microphone connected to the same bomb. The U5 will recognize and classify these sounds. Instead of sending the full audio sample, we can now transmit the event detection to wireless connectivity. We can trigger a notification in a centralized dashboard where we can visualize sound class and localization. The AI model is trained and deployed using AWS SageMaker Ecosystem associated to our SCM32 Model Zoo and SCM32 QBI Optimization Tool. Once deployed, we use the AVENET IoT Connect solution to manage the device remotely and provide dashboard. What does it bring? By distributing processing tasks between the Edge and the Cloud, we achieve remarkable levels of efficiency and cost-effectiveness. Picture this. We save 1,000 times more energy with this approach. It's win-win. We drive sustainability but also enhance the bottom line. One more thing. By conducting data analysis at the Edge, we enhance data privacy and security mitigating risks associated with centralized processing. Visit stm32ai.sc.com webpage and let's unleash together the potential of smart objects for our neighborhood. Thanks for joining us on this journey.