The Cavendish banana is an important agricultural commodity in the farming industry. The maturity level of Cavendish bananas is a critical factor influencing the fruit's durability and quality. A Convolutional Neural Network (CNN) method was used in this study to facilitate the classification of Cavendish banana maturity levels. The model utilized 800 training data points, 200 validation data p…