friday27 / Slotfilling
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Using Tensorflow to train a slot-filling & intent joint model
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# Slotfilling Using Tensorflow to train a slot-filling & intent joint model Prerequisites: gensim tensorflow numpy pandas 0. Create a folder named "ckpt" 1. Download raw data from wiki: https://dumps.wikimedia.org/backup-index.html 2. word2vec/wiki_to_txt.py python3 wiki_to_txt.py zhwiki-201xxxxx-pages-articles.xml.bz2 (generated file: wiki_texts_en.txt) 3. word2vec/word2vec_train.py (generated file: en.model.bin) 4. model/dict.py - It will generate 2 csv files with intents, labels and their indexes 5. model/model_train.py 6. model/inference.py - edit line 9-10 to the checkpoint file you just trained Ref: [Training Word2Vec Model on English Wikipedia by Gensim] http://textminingonline.com/training-word2vec-model-on-english-wikipedia-by-gensim [以 gensim 訓練中文詞向量] http://zake7749.github.io/2016/08/28/word2vec-with-gensim/
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