Deep Learning (DL) is one of the emerging technologies to satisfy the needs and applications for future generation. It is the subset of Artificial Intelligence (AI) and Machine Learning (ML) algorithms which help to stores large amount of data in the healthcare industry. Further, it helps the doctors for continuous monitoring and provides accurate results for future diagnosis. Also it satisfies several parameters based on deep learning algorithm such as accuracy, detection of hidden layer and storage of data for continuous monitoring. Based on that, this paper suggest some of the applications in healthcare industry like Medical Imaging, Genome, E-health records, and Drug discovery with proper references focused on deep learning algorithms.