In this chapter, we took a look at how to integrate fastText word vectors into either linear machine learning models or deep learning models created in Keras, TensorFlow, and PyTorch. You also saw how word vectors can be easily assimilated into existing neural architectures that you might be using in your business application. If you are initializing the embeddings from random values, I would highly recommend that you try to initialize them using fastText values, and then see whether there are performance improvements in your model.
United States
Great Britain
India
Germany
France
Canada
Russia
Spain
Brazil
Australia
Singapore
Hungary
Ukraine
Luxembourg
Estonia
Lithuania
South Korea
Turkey
Switzerland
Colombia
Taiwan
Chile
Norway
Ecuador
Indonesia
New Zealand
Cyprus
Denmark
Finland
Poland
Malta
Czechia
Austria
Sweden
Italy
Egypt
Belgium
Portugal
Slovenia
Ireland
Romania
Greece
Argentina
Netherlands
Bulgaria
Latvia
South Africa
Malaysia
Japan
Slovakia
Philippines
Mexico
Thailand