The use of artificial intelligence algorithms in the pharmaceutical field, known as Machine Learning in Drug Discovery, involves the analysis of extensive datasets. This application aims to optimize the process of identifying, designing, and developing potential new drugs, ultimately expediting and improving the drug discovery process.