Spoken Language Understanding(SLU)/Slot Filling in Keras.
Blog post is available here: https://chsasank.github.io/spoken-language-understanding.html
Tutorial Implements RNNs in Keras to solve the Airline Travel Information System(ATIS) dataset.
Here is an example sentence and its labels from the dataset:
Show | flights | from | Boston | to | New | York | today |
---|---|---|---|---|---|---|---|
O | O | O | B-dept | O | B-arr | I-arr | B-date |
This tutorial also illustrates word embeddings.