In this section, we are going to define some helper functions that will enable us to build a good Word2Vec model. For this implementation, we are going to use a cleaned version of Wikipedia (http://mattmahoney.net/dc/textdata.html).
So, let's start off by importing the required packages for this implementation:
#importing the required packages for this implementationimport numpy as npimport tensorflow as tf#Packages for downloading the datasetfrom urllib.request import urlretrievefrom os.path import isfile, isdirfrom tqdm import tqdmimport zipfile#packages for data preprocessingimport refrom collections import Counterimport random
Next up, we are going to define a class that will be used to download the dataset ...