Example: Biological Sequences

  1. Biological sequences (DNA/RNA/proteins) are effectively categorical time series.
  2. LSTMs capture sequence motifs and long-range dependencies (akin to language models).
  3. Widely used in genomics and proteomics (e.g., protein function, gene expression).
  4. They naturally handle variable-length input by processing one element at a time.