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Word-Analogy

Word Analogy using Word Embeddings

Finding word analogies using GLoVe word embeddings. In the word analogy task, we have "a is to b as c is to __". For example is 'boy is to girl as king is to queen' .

Example word analogy
alt text

Output word analogy for user input
alt text

We find a word d, such that the associated word vectors e_a, e_b, e_c, e_d are related in the following manner:
e_b - e_a ~ e_d - e_c.
For finding d we measure the similarity between e_b - e_a and e_d - e_c using cosine similarity.

There are two versions available:

  1. Jupyter notebook
  2. Python script

Here is a demo of Python script alt text

Credits

  1. This project is based on the assignment from Sequence Models Specialization by Deeplearning.ai on Coursera. https://www.coursera.org/learn/nlp-sequence-models/home/welcome.
  2. Jeffrey Pennington, Richard Socher, and Christopher D. Manning. 2014. GloVe: Global Vectors for Word Representation. pdf bib