TensorFlow Lite plays a important role in the deployment of machine learning models on devices for real-time inference. It is a lightweight and efficient framework specifically designed for running TensorFlow models on mobile and embedded devices. By leveraging TensorFlow Lite, the Air Cognizer application can effectively predict air quality using machine learning algorithms directly on