AI-driven markerless motion capture is revolutionizing sports and exercise science. Unlike traditional marker-based systems, which are costly and laboratory-bound, AI allows tracking movement directly from video. This provides accessible, real-time analysis on the field, aiding performance, injury prevention, and rehabilitation. While challenges like occlusion and validation exist, this technology is poised to transform athlete training and analysis.