Word2Vec implementation.

• In keras, simple implementation.
• In numpy, implemented with negative sampling. The OpinRank Hotel Review Dataset was used to create embeddings.

Results:

This image shows a plot of the 2 dimension PCA of the embeddings. These words were initially scattered randomly, and after training, they gradually formed clusters of similar words, as the image shows.

! Results Image