Kidney disease is a silent but life-threatening condition affecting millions worldwide. Its early stages often go unnoticed, leading to late diagnoses and limited treatment options. Advancements in artificial intelligence (AI) and machine learning (ML) are now reshaping kidney disease diagnosis, offering faster, more accurate, and explainable predictions that could revolutionize patient care.