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Natural Language Processing

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Hello, Can you please tell me how can i use language model for sequence alignment and spell correction like in the speech recognition system? https://github.com/joydeb28/NLP-Notebooks/blob/8f67ef5d90e459facde62a4c556cd99261756670/1.1-language-model/language_model_keras.ipynb

HI, Is there any way where we can encode the words which are out of vocabulary and find out the best possible prediction without giving a KeyError? https://github.com/joydeb28/NLP-Notebooks/blob/master/1.4-machine-translation/seq2seq.ipynb