At the 2024 Spring Central Sectional Meeting in Milwaukee, experts tackled a gap in AI literature by emphasizing rigorous mathematical foundations often overlooked. Focusing on machine learning, deep learning, and geometric analysis, the proceedings equip researchers with vital theoretical insights.