In the case of NER, NLP and machine learning (ML) serve two different purposes. NLP studies the structure and the language’s rules and interprets the context. ML helps the machines (or algorithms) learn based on the data being fed and improves their ability to understand over time. Combining these two, you have a program to identify and categorize texts.