This article discusses the recent advancements in the application of machine learning and deep learning in the healthcare industry. These algorithms are able to analyze large amounts of data from various sources and can assist in diagnosing diseases, predicting outcomes, and developing treatments. The use of these technologies has the potential to improve patient care and enhance our understanding of disease pathogenesis. However, it is important to ensure that these algorithms remain unbiased and trustworthy.