Machine learning plays a vital role in customer service automation by using algorithms to analyze and predict customer needs. Through tools like chatbots and virtual assistants, businesses can provide immediate responses to inquiries, enhancing user experience. Machine learning continually improves these systems by learning from interactions, enabling them to offer personalized and efficient service, thereby reducing operational costs and increasing customer satisfaction.