Different ways to calculate Cosine Similarity in Python

The last several posts that I have written on have been about cosine similarity, which is an important function relating to natural language processing, or NLP. The reason for this is because I encountered a competition in Kaggle that was based on NLP, but I could not complete it because I am not proficient in programming for this genre of data science. As a result of this I decided that I…