CS230 Deep Learning · Similarity and tf-idf are insufficient for questions but are more effective...

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Transcript of CS230 Deep Learning · Similarity and tf-idf are insufficient for questions but are more effective...

Page 1: CS230 Deep Learning · Similarity and tf-idf are insufficient for questions but are more effective for bags of words approaches. Word2vec[16] is a word embedding which captures similarity
Page 2: CS230 Deep Learning · Similarity and tf-idf are insufficient for questions but are more effective for bags of words approaches. Word2vec[16] is a word embedding which captures similarity
Page 3: CS230 Deep Learning · Similarity and tf-idf are insufficient for questions but are more effective for bags of words approaches. Word2vec[16] is a word embedding which captures similarity
Page 4: CS230 Deep Learning · Similarity and tf-idf are insufficient for questions but are more effective for bags of words approaches. Word2vec[16] is a word embedding which captures similarity
Page 5: CS230 Deep Learning · Similarity and tf-idf are insufficient for questions but are more effective for bags of words approaches. Word2vec[16] is a word embedding which captures similarity
Page 6: CS230 Deep Learning · Similarity and tf-idf are insufficient for questions but are more effective for bags of words approaches. Word2vec[16] is a word embedding which captures similarity

Tutorial: word2vec Yang-de Chen yongde0108@gmail.com.

Tutorial: word2vec Yang-de Chen [email protected].

CS230 : Computer Graphics

CS230 : Computer Graphics

Word2Vec: Vector presentation of words - Mohammad Mahdavi

Word2Vec: Vector presentation of words - Mohammad Mahdavi

DroidVecDeep: Android Malware Detection Based on Word2Vec ...

DroidVecDeep: Android Malware Detection Based on Word2Vec ...

word2vec - Tsinghuacslt.riit.tsinghua.edu.cn/mediawiki/images/b/b0/Word2vec_yb.pdf · What is word2vec? 1. continuous vector representations of words 2. capture syntactic and semantic

word2vec - Tsinghuacslt.riit.tsinghua.edu.cn/mediawiki/images/b/b0/Word2vec_yb.pdf · What is word2vec? 1. continuous vector representations of words 2. capture syntactic and semantic

word2vec Hendrik Heuer From theory to practice - Meetupfiles.meetup.com/16315032/StockholmNLPMeetup-WordEmbedding-20150324... · word2vec • by Mikolov, Sutskever, Chen, Corrado

word2vec Hendrik Heuer From theory to practice - Meetupfiles.meetup.com/16315032/StockholmNLPMeetup-WordEmbedding-20150324... · word2vec • by Mikolov, Sutskever, Chen, Corrado

word2vec - mathematik.uni-muenchen.dedeckert/teaching/SS17/ATML/m… · word2vec Mathematics and Applications of Machine Learning Yannick Couzini e Ludwig-Maximilians-Universit at

word2vec - mathematik.uni-muenchen.dedeckert/teaching/SS17/ATML/m… · word2vec Mathematics and Applications of Machine Learning Yannick Couzini e Ludwig-Maximilians-Universit at

Aspect Based Sentiment Analysisof the art term similarity methods and human judges Method Restaurants Laptops Han et al. (2013) 0.450 0.471 Word2Vec 0.434 0.485 WNDS with SP 0.545

Aspect Based Sentiment Analysisof the art term similarity methods and human judges Method Restaurants Laptops Han et al. (2013) 0.450 0.471 Word2Vec 0.434 0.485 WNDS with SP 0.545

Compare word2vec with hash2vec for Word Sense ... · Compare word2vec with hash2vec for Word Sense Disambiguation on Wikipedia corpus Output : figure. 3. Word2vec implementation output

Compare word2vec with hash2vec for Word Sense ... · Compare word2vec with hash2vec for Word Sense Disambiguation on Wikipedia corpus Output : figure. 3. Word2vec implementation output

word2vec, node2vec, graph2vec, X2vec: Towards a Theory of ... · word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data MartinGrohe RWTHAachen

word2vec, node2vec, graph2vec, X2vec: Towards a Theory of ... · word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data MartinGrohe RWTHAachen

CS230 Deep Learning

CS230 Deep Learning

word2vec - jlu.myweb.cs.uwindsor.ca

word2vec - jlu.myweb.cs.uwindsor.ca

Word2vec 4 all

Word2vec 4 all

What is word2vec?

What is word2vec?

How exactly does word2vec work? - Semantic Scholar...How exactly does word2vec work? David Meyer dmm@f1-4-5.net,uoregon.edu,brocade.com,...g July 31, 2016 1 Introduction The word2vec

How exactly does word2vec work? - Semantic Scholar...How exactly does word2vec work? David Meyer [email protected],uoregon.edu,brocade.com,...g July 31, 2016 1 Introduction The word2vec

CS230: Lecture 3 · CS230: Lecture 3 The mathematics of deep learning Backpropagation, Initializations, Regularization Kian Katanforoosh

CS230: Lecture 3 · CS230: Lecture 3 The mathematics of deep learning Backpropagation, Initializations, Regularization Kian Katanforoosh

EKSTRAKSI FITUR MENGGUNAKAN MODEL WORD2VEC …

EKSTRAKSI FITUR MENGGUNAKAN MODEL WORD2VEC …

word2vec - From theory to practice

word2vec - From theory to practice

Word2Vec Tutorial Part 2 - Negative Sampling · Chris McCormick€¦ · Word2Vec Tutorial Part 2 - Negative Sampling 11 Jan 2017 In part 2 of the word2vec tutorial (hereʼs part 1),

Word2Vec Tutorial Part 2 - Negative Sampling · Chris McCormick€¦ · Word2Vec Tutorial Part 2 - Negative Sampling 11 Jan 2017 In part 2 of the word2vec tutorial (hereʼs part 1),

Efficient Parallel Learning of Word2Vec

Efficient Parallel Learning of Word2Vec