#Federal #learning allows on-device machine learning without transferring the user’s private data to a central cloud, which helps to enhance the performance of devices in #IoT applications and achieve personalization. For instance, #Google’s Android Keyboard uses federal learning technology to improve predictive texts without uploading the user’s vital data, whereas Apple utilizes federated learning to improve Siri’s voice recognition,