Our findings from two independent cohorts demonstrated that DL‐based neural network models can identify the intratumoral heterogeneity of ccRCC, including TMB and VHL mutation, from routine H&E‐stained WSI. This evidence concerns the gene VHL and nonpapillary renal cell carcinoma.