The quantitative estimate of drug-likeness (QED) is an evaluation method that is widely employed to assess the effectiveness of drugs. This method is extensively used in the pharmaceutical industry and serves as a reliable tool for drug discovery and development. Consequently, the prediction of a molecule's qed is of great importance, as it provides crucial insights into the drug's potential efficacy and safety profile. Therefore, it is essential to accurately determine a molecule's qed value through rigorous analysis and assessment.