The workshop on Artificial Intelligence for Mental Healthcare: Deep Learning, Generative AI & Large Language Models (LLMs) is designed to provide participants with an understanding of emerging AI technologies and their applications in mental health assessment, screening, and support systems. The program combines expert lectures, case studies, demonstrations, and hands-on sessions to bridge the gap between theory and practical implementation. Participants will gain insights into developing AI-enabled mental healthcare solutions while understanding ethical and responsible AI practices.