NLP Tutorial : Automatic Question Answering From FAQs скачать в хорошем качестве

NLP Tutorial : Automatic Question Answering From FAQs

In this NLP python tutorial, we will build a question answering system to automatically answer user queries through looking up the FAQs and retrieving the closest question and answer. In this session, you will learn basic text processing and ways to compute sentence similarity. We will start with simple representations of a sentence like the bag of words and move on to more sophisticated text embeddings such as word2vec, glove and BERT. 0:00:00 NLP Tutorial Automatic Question Answer from FAQ using word embeddings 0:01:04 Automatic Question Answering from FAQs 0:03:22 Techniques for obtaining "Sentence Embedding" 0:05:03 Preprocessing 0:08:13 Bag of Words 0:18:11 Word2Vec (2013) : Skip Gram 0:19:21 Word2Vec : Skip Gram 0:25:09 Glove Embeddings 0:32:14 BERT Embeddings (2018) 0:41:52 Automatic Question Answering from FAQs : How 0:43:43 Other Problem Aspects 0:48:45 Questions