The pharmaceutical business might undergo a huge change if artificial intelligence (AI) and machine learning (ML) are effectively used in drug research. These tools have the potential to hasten the discovery of novel medicinal compounds, the prediction of their efficacy and toxicity, and the improvement of medication design