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
United Kingdom
India
Germany
France
Canada
Russia
Spain
Brazil
Australia
Argentina
Austria
Belgium
Bulgaria
Chile
Colombia
Cyprus
Czechia
Denmark
Ecuador
Egypt
Estonia
Finland
Greece
Hungary
Indonesia
Ireland
Italy
Japan
Latvia
Lithuania
Luxembourg
Malaysia
Malta
Mexico
Netherlands
New Zealand
Norway
Philippines
Poland
Portugal
Romania
Singapore
Slovakia
Slovenia
South Africa
South Korea
Sweden
Switzerland
Taiwan
Thailand
Turkey
Ukraine