Artificial intelligence and deep learning technologies are advancing medical imaging and energy storage. New AI models improve pediatric MRI quality and automate anatomical measurements, while neural networks enhance renal ultrasound classification. In energy, novel deep learning frameworks enable superior lithium-ion battery health and state-of-charge predictions. These innovations promise higher diagnostic accuracy and more sustainable, reliable battery management for healthcare and energy sectors.