Therefore, in the current work, four natural anti-lung cancer inhibitors, viz., (−)-Cochlactone A, Phelligridin C, Sterenin E, and Cyathusal A, have been identified against lung cancer targeting the Eg5 protein by applying the machine-learning and chemoinformatics approaches. The gene discussed is KIF11; the disease is lung carcinoma.