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thesis

This repository contains a link to my thesis titled Word Vector Representations, Embedding Models and Applications, along with some implementations:

  • a sample Vector Space Model pipeline (building a word--word co-occurrence matrix using the Reuters Corpus, performing truncated SVD on it, plotting word vectors and computing cosine similarity)
  • word2vec implementation from scratch, based on Assignment2 of CS224n at Stanford University
  • an example of an extrinsic task -- a feed-forward neural net to classify movie reviews from the Stanford Sentiment Treebank dataset

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