Genome is coded by sequences of nucleotides. Turns out sequences of tokens are exactly what modern ML excels at. Adapting models thought for text to genomics has been a tremendous accelerator to the field.
For instance, DNA is usually cut into k-mers: fixed-length windows of k nucleotides. One popular choice of token size is 3-mers, and it happens to match codons: the exact triplets that map to amino acids.