Machine Learning, Naturallanguageprocessing, Artificial Intelligence, NLP, AI.
most of the occurrences of them don’t tell us much about its contextual meaning. In sub-sampling, we limit the number of samples for a word by capping their frequency of occurrence. For frequently occurring words, we remove a few of their instances both as a neighboring word and as the input word.