Indira Uvaliyeva, PhD, is a researcher at D. Serikbayev East Kazakhstan Technical University, Ust-Kamenogorsk, Republic of Kazakhstan. Her research interests include artificial intelligence, machine learning, computer vision, clinical laboratory sciences, and the development of intelligent information systems. She has contributed to research involving the application of machine learning and smart technologies in healthcare, medical diagnostics, monitoring, and decision-support systems. ORCID: https://orcid.org/0000-0002-2117-5390.