Singular value decomposition of word vectors

Dr. Rahul Remanan

CEO, Moad Computer

In this code-notebook post, a singular value decomposition of word vectors from a sample text corpus is performed using NumPy. The resultant co-occurrence matrix is plotted to visualize the results.

Open in Kaggle

Import dependencies

Open in Kaggle

Example text corpus

Open in Kaggle

Process text corpus

A few helper functions to process the text corpus.

Open in Kaggle

Co-occurrence matrix and generate output plot

Open in Kaggle

• References:
  1. ​​Stanford engineering lecture video on global vectors for word representation (GloVe)