Converting textual data into a numerical format is a important step in deep learning with TensorFlow. The purpose of this conversion is to enable the utilization of machine learning algorithms that operate on numerical data, as deep learning models are primarily designed to process numerical inputs. By transforming textual data into a numerical format, we