We adopted model (Li et al., 2020) using RNN(LSTM) and TL, and conducted research with the aim of discovering 4th generation new drug candidates as L858R (or Exon del19)/T790M/C797S-mutation EGFR tyrosine kinase inhibitors related to NSCLC. The gene discussed is EGFR; the disease is non-small cell lung carcinoma.