To help deliver safe, reliable pharmaceuticals to market, the pharmaceutical industry has traditionally depended on cutting-edge technologies. With the recent pandemic, it has become more critical than ever for pharmaceutical companies to get medications and vaccines to market as quickly as possible. In the pharmaceutical sector, artificial intelligence and machine learning are vital. AI has the potential to revolutionize drug discovery by speeding up the research and development process, lowering drug costs and increasing the likelihood of FDA clearance. AI offers numerous possibilities to improve procedures in pharmaceutical research and production. By giving a more data-driven approach to patient categorization, AI and machine learning can considerably aid diagnostic assistance.