Data Science, Machine Learning.
TF-IDF matrices is that the result is a matrix of similarities between every element in A to every element in B, while taking into account the significance of tokens in the names. Usually a result of > .8 means a valid match. Luckily the python package sklearn provides a simple cosine_similarity