Facial recognition technology creates significant ethical and privacy issues, particularly when applying Deep Learning. Indeed, the use of facial recognition raises questions about confidentiality and the possibility of data misuse. In addition, there are issues of bias in training data, which can lead to errors and bias towards specific groups.