The future scope of deep learning in healthcare research is vast, encompassing advancements in medical imaging, personalized treatments, drug discovery, and AI-assisted surgeries. It enhances predictive analytics for early disease detection, integrates with wearable technology for real-time monitoring, and improves electronic health records (EHRs). Additionally, AI-driven telemedicine and robotic-assisted healthcare are expanding, while ethical and regulatory developments ensure responsible implementation. Interdisciplinary collaborations between AI researchers and medical professionals will further drive innovation, making healthcare more efficient, accurate, and accessible.