Deep learning model used for pneumonia classification in children from 1 to 5 years old. The case is focused on the identification of pneumonia through chest X-ray due to fibrosis in the lungs, utilizing artificial intelligence techniques. After the project, it was possible to identify whether the children had bacterial pneumonia or viral pneumonia or if their exams were normal.