Three Artificial Intelligence in Health projects were carried out, and articles were written on these studies to contribute to academic studies. These articles were accepted and published in the 1st International Conference on Innovative Academic Studies, ICIAS 2022.• Pancreas Segmentation Using U-Net-Based Segmentation Networks in CT Modality: A Comparative Analysis• Automatic Skull Stripping and Brain Segmentation with U-Net in the MRI Database• Analysis of the Effects of Segmentation Networks and Loss Functions in Ischemic Stroke Lesion Segmentation