An exploration of how artificial intelligence and machine learning are transforming psychiatric practice, from early diagnosis to treatment optimization. Key areas include predictive modeling, digital phenotyping, and the integration of AI tools into clinical workflows, alongside considerations of ethics, data privacy, and real-world applicability.