need an expert in machine learning to use federated learning model and get people's interest from their device data -- 6

' The project aims to build a personalized interest recommendation system using federated learning. The system will analyze the user's data available on their device, such as location, music preferences, social media activity, and demographic information, to recommend activities and events that match their interests. The federated learning model ensures user privacy by keeping their data secure and local to their device while still providing valuable insights. The system can be used for various purposes, such as finding a gym buddy, study partner, or attending events, making it a versatile and useful tool for users.' I do not need a complete solution your task would be to build the model