Tokenization is a vital step in machine learning, acting as the first phase for preparing text data. Essentially, it involves breaking down a larger block of information – like a phrase – into smaller units called “pieces". These tokens can be copyright, symbols, or even sub-morphological segments. This transformation allows AI systems to the