Child Facial Emotion Recognition using Deep Learning is an emerging field in artificial intelligence that focuses on accurately identifying emotional expressions from children's facial features. Unlike adult emotion recognition, this task presents unique challenges due to the subtler and more dynamic nature of children's emotional expressions, age-related facial changes, and limited availability of annotated datasets. Applications of child emotion recognition span across several domains including education (adaptive learning systems), healthcare (autism detection, mental health monitoring),...