In the present work, machine-learning-based QSAR modeling, molecular docking, and other chemoinformatics-based screening techniques and molecular dynamics simulation were employed for screening natural inhibitors against the Eg5 protein targeting lung cancer. The gene discussed is KIF11; the disease is lung carcinoma.