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Word Embedding

In this project we are going to embed word with 2 main model Word2vec and Glove

Getting Started

These instructions will give you a copy of the project up and running on your local machine for development and testing purposes.

Prerequisites

What things you need to install the software and how to install them

  • gensim Version: 4.3.0
  • seaborn Version: 0.12.2

Installation

Windows:

pip install gensim

pip install nltk

pip install numpy

pip install plotly

pip install seaborn

pip install scipy

for installing dependecies:

pip install-r requirements.txt

Datases and Models

glove.6B.zip

GoogleNews-vectors-negative300

Aditional links

Gensim word2vec embedding document

Gensim word2vec model document

Migrating-from-Gensim-3.x-to-4

Evaluation example

Bat evaluation

Visualizing Word Vectors with t-SNE

Visualize pre-trained GloVe Vectors in Python