The TensorFlow Keras Tokenizer API allows for efficient tokenization of text data, a important step in Natural Language Processing (NLP) tasks. When configuring a Tokenizer instance in TensorFlow Keras, one of the parameters that can be set is the `num_words` parameter, which specifies the maximum number of words to be kept based on the frequency