Machine Learning (ML) is currently acknowledged as a cutting-edge technology that possesses the potential to revolutionize various industries. ML plays a significant role in enhancing efficiency, reliability, and adaptability within the field of communication systems. In the current era marked by swift technological progress, the importance of effective communication has grown significantly. Communication systems are of utmost importance in enabling worldwide interconnectedness through the effective and uninterrupted transfer of information on a global level. The importance of these systems has considerable weight, and as the demands placed on them escalate, there is a commensurate need for the utilization of advanced technologies to strengthen and augment their capabilities. ML has emerged as a prominent technology within this specific field, offering unique prospects for enhancing the efficacy, safeguarding, and flexibility of communication systems. This article explores the growing significance of ML in shaping the future trajectory of communication systems. The study delves into the current situation, scrutinizes previous research endeavors, and underscores the notable prospects for leveraging ML technologies. Furthermore, this study emphasizes the importance of machine learning (ML) in promoting innovation and improving communication systems in a rapidly evolving global environment.