Date fruit is one of the most famous types of fruits in the Middle East. It consists of several types and can be classified in different ways. In this research, we have classified dates according to the grade of quality, so that one type of dates consists of several degrees of quality. This project targets tourists and consumers and it will be very useful to know the dates when buying. We chose CNN classification method for multi-label classification of date fruit, CNN works well with any image as the algorithm provides perfect structure by classifying the images. In this project, three types of dates were studied, namely Sukkari, Ajwa and Mabroum, and each type has different grade of quality. The main objective of our research is to create a model and work on an application that supports the model that helps the consumer to obtain an immediate solution to the problem of determining the quality of dates very easily.