What is Word Embedding?

Figure 1. Converting categorical data into numerical values
Figure 2. A word space representation
Figure 3. A more realistic word space representation
Figure 4. Words close to the word “artificial”
Figure 5. 2-gram outputs created by the corpus of “artificial intelligence” and “chemistry”
Figure 6. Vector showing the position of the word “artificial” in the word space.
Figure 7. Words that are close to the word “artificial” with the FastText model
Figure 8. Word space in the model
Figure 9. Words close to the word “artificial” in “artificial intelligence” and “chemistry” models
Figure 10. Words that are close to the misspelled word “artifcial”
KeyError: “word ‘artifcial’ not in vocabulary”

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