This review addresses the escalating mental health challenge in India, emphasizing its impact on youth, including children and young adults. Factors contributing to rising suicidal rates among young adults are explored, encompassing academic pressure, social isolation, and the influence of social media. The study examines various influencers of mental health, including environmental aspects, stigma, adverse childhood experiences, academic pressure, and substance abuse. The COVID-19 pandemic has further exacerbated mental health issues, with increased prevalence of post-traumatic stress and suicidal thoughts. The review also delves into the multifaceted nature of mental health among college students, emphasizing the need for effective support systems and positive habits. A proposed solution involves utilizing machine learning for early detection of mental health issues in young adults, contributing to the discourse on mental health in academic settings Keywords: Mental Health Challenge, India, Youth, Children, Young Adults, Suicidal Rates