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¦ÛµM»y¨¥³B²z(Natural language  processing)

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http://cubicpower.idv.tw/cubicnotes/notes-0000038.html


¤å¦r±´°É(Text Mining)

Google Tensorflow: Text

Sentiment analysis- IMDB large movie review dataset

Basic text classification 

https://www.tensorflow.org/tutorials/keras/text_classification?hl=zh-tw

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Word embeddings

https://www.tensorflow.org/text/guide/word_embeddings?hl=zh-tw

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Text classification with an RNN 

https://www.tensorflow.org/text/tutorials/text_classification_rnn?hl=zh-tw

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Classify text with BERT

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Search: LogisticRegression

 

[Day 9] ÅÞ¿è°jÂk(Logistic Regression) - iT ¨¹À°¦£

https://ithelp.ithome.com.tw › articles

 

[Python¹ê§@]ÅÞ¿è´µ°jÂk¼Ò«¬Logistic Regression - PyInvest

https://pyecontech.com › 2020/02/06 › python_logistic...

 




Search:  ¤Ï¬~¿ú ¼Ò«¬ python

 

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https://www.ithome.com.tw › news

 

 

(Top 1% Solution)¥É¤s¤H¤u´¼¼z¤½¶}¬D¾ÔÁÉ2020®L©uÁÉ - Medium

https://medium.com › ¥É¤s¤H¤u´¼¼z¤½¶}¬D¾ÔÁÉ2020®L...

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CountVectorizer+¾ë¯À¨©¸­´µ(Multinomial Naive Bayes)

TfidfVectorizer+¾ë¯À¨©¸­´µ(Multinomial Naive Bayes)

BERT-Based Model

Bidirectional Encoder Representations from Transformers (BERT)

NLP¶}·½®M¥ó — Kashgari

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BERT + BiLSTM + CRF

Conditional Random Fields (CRF)

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Rule-based Approach

AML Keyword ListÀË°Q»P­×¥¿

AMLµJÂI¤Hª«Â^¨ú¼Ò«¬(AML NER Model)

Name Entity Recognition

SOTA of Name Entity Recognition

BERT — ¥y¤lLevelªºNER¼Ò«¬

¼Ò«¬°V½m(NER Model)

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Bi-directional LSTM/GRU

Bi-directional BiLSTM/GRU + CRF

CNN + LSTM

Bi-directional LSTM + CNN (Customized)