The Air Cognizer application utilizes three distinct models, each serving a specific purpose in predicting air quality using machine learning techniques. These models are the Convolutional Neural Network (CNN), the Long Short-Term Memory (LSTM) network, and the Random Forest (RF) algorithm. The CNN model is primarily responsible for image processing and feature extraction. It is