Text Analytics Toolbox Model for fastText English 16 Billion Token Word Embedding

Pre-trained English Word Embedding Model for Machine Learning and Deep Learning with Text

This Add-on provides a pre-trained word embedding and sentence classification model using FastText for use in machine learning and deep learning algorithms. FastText is an open-source library which provides efficient and scalable libraries for text analytics. For more information on the pre-trained word vector model see https://fasttext.cc/docs/en/english-vectors.html

Usage Example:

% Load the trained model 
emb = fastTextWordEmbedding;
 
% Find the top 10 closest words to “impedance” according to this word embedding
impedanceVec = word2vec(emb,"impedance");
vec2word(emb, impedanceVec,10)
ans =
 
 10×1 string array
 
 "impedance"
 "impedances"
 "capacitance"
 "Impedance"
 "resistor"
 "impedence"
 "inductance"
 "voltage"
 "S-parameters"
 "ohms"