2025. Redefining Mental Health Diagnostics and Algorithmic Innovation: Unifying AI in Depression Detection, Facial Recognition Efficiency, and Graph Coloring Solutions. AlgoVista: Journal of AI & Computer Science. 2, 1 (Jan. 2025), 18–25. DOI:https://doi.org/10.70445/avjcs.2.1.2025.18-25.