{"id":14735,"date":"2019-04-21T10:55:07","date_gmt":"2019-04-21T14:55:07","guid":{"rendered":"http:\/\/bangla.salearningschool.com\/recent-posts\/sequence-classification-using-deep-learning\/"},"modified":"2019-04-21T10:55:07","modified_gmt":"2019-04-21T14:55:07","slug":"sequence-classification-using-deep-learning","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=14735","title":{"rendered":"Sequence Classification using Deep Learning"},"content":{"rendered":"<p>&quot;Sequence classification has a broad range of applications<\/p>\n<p>such as genomic analysis, information retrieval, health informatics, finance, and abnormal detection&#8230;.&quot;<\/p>\n<p>Ref: Theory:<\/p>\n<p><a href=\"https:\/\/www.cs.sfu.ca\/~jpei\/publications\/Sequence%20Classification.pdf\">https:\/\/www.cs.sfu.ca\/~jpei\/publications\/Sequence%20Classification.pdf<\/a><\/p>\n<p>Sequence Classification in Keras\/Python, LSTM, GRU, BIDirectional LSTM<\/p>\n<p><a href=\"https:\/\/machinelearningmastery.com\/develop-bidirectional-lstm-sequence-classification-python-keras\/\">https:\/\/machinelearningmastery.com\/develop-bidirectional-lstm-sequence-classification-python-keras\/<\/a><\/p>\n<p>Sequence Classification Using Deep Learning<\/p>\n<p>&quot;This example uses the Japanese Vowels data set as described in [1] and [2]. This example trains an LSTM network to recognize the speaker given time series data representing two Japanese vowels spoken in succession&quot;<\/p>\n<p><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/classify-sequence-data-using-lstm-networks.html;jsessionid=03c3684c828a1b666efce8d75f3a\">https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/classify-sequence-data-using-lstm-networks.html;jsessionid=03c3684c828a1b666efce8d75f3a<\/a><\/p>\n<p>Character to Character level Sequence to Sequence Modeling:<\/p>\n<p><a href=\"https:\/\/github.com\/keras-team\/keras\/blob\/master\/examples\/lstm_seq2seq.py\">https:\/\/github.com\/keras-team\/keras\/blob\/master\/examples\/lstm_seq2seq.py<\/a><\/p>\n<p>Sequence to Sequence Learning with Neural Networks<\/p>\n<p>Ilya Sutskever, Oriol Vinyals, Quoc V. Le<\/p>\n<p><a href=\"https:\/\/arxiv.org\/abs\/1409.3215\">https:\/\/arxiv.org\/abs\/1409.3215<\/a><\/p>\n<p>Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation<\/p>\n<p><a href=\"https:\/\/arxiv.org\/abs\/1406.1078\">https:\/\/arxiv.org\/abs\/1406.1078<\/a><\/p>\n<p>Dataset:<\/p>\n<p>Tab-delimited Bilingual Sentence Pairs<\/p>\n<p><a href=\"http:\/\/www.manythings.org\/anki\/\">http:\/\/www.manythings.org\/anki\/<\/a><\/p>\n<p>Sayed Ahmed<\/p>\n<p>sayedum<\/p>\n<p>Linkedin: <a href=\"https:\/\/ca.linkedin.com\/in\/sayedjustetc\">https:\/\/ca.linkedin.com\/in\/sayedjustetc<\/a><\/p>\n<p>Blog: <a href=\"http:\/\/sitestree.com\">http:\/\/sitestree.com<\/a>, <a href=\"http:\/\/bangla.salearningschool.com\">http:\/\/bangla.salearningschool.com<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&quot;Sequence classification has a broad range of applications such as genomic analysis, information retrieval, health informatics, finance, and abnormal detection&#8230;.&quot; Ref: Theory: https:\/\/www.cs.sfu.ca\/~jpei\/publications\/Sequence%20Classification.pdf Sequence Classification in Keras\/Python, LSTM, GRU, BIDirectional LSTM https:\/\/machinelearningmastery.com\/develop-bidirectional-lstm-sequence-classification-python-keras\/ Sequence Classification Using Deep Learning &quot;This example uses the Japanese Vowels data set as described in [1] and [2]. This example trains an &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"http:\/\/bangla.sitestree.com\/?p=14735\">Continue reading<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[182],"tags":[],"class_list":["post-14735","post","type-post","status-publish","format-standard","hentry","category---blog","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":24953,"url":"http:\/\/bangla.sitestree.com\/?p=24953","url_meta":{"origin":14735,"position":0},"title":"Sequence Classification using Deep Learning #Root","author":"Author-Check- Article-or-Video","date":"April 14, 2021","format":false,"excerpt":"\"Sequence classification has a broad range of applications such as genomic analysis, information retrieval, health informatics, finance, and abnormal detection....\" Ref: Theory: https:\/\/www.cs.sfu.ca\/~jpei\/publications\/Sequence%20Classification.pdf Sequence Classification in Keras\/Python, LSTM, GRU, BIDirectional LSTM https:\/\/machinelearningmastery.com\/develop-bidirectional-lstm-sequence-classification-python-keras\/ Sequence Classification Using Deep Learning \"This example uses the Japanese Vowels data set as described in [1] and\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":24957,"url":"http:\/\/bangla.sitestree.com\/?p=24957","url_meta":{"origin":14735,"position":1},"title":"On Text Classification based on Deep Learning\/Neural Networks #Root","author":"Author-Check- Article-or-Video","date":"April 14, 2021","format":false,"excerpt":"On Text Classification based on Deep Learning\/Neural Networks Text Classification Using LSTM and visualize Word Embeddings: Part-1 https:\/\/medium.com\/@sabber\/classifying-yelp-review-comments-using-lstm-and-word-embeddings-part-1-eb2275e4066b Different approaches of Text Classification https:\/\/www.kdnuggets.com\/2018\/07\/text-classification-lstm-cnn-pre-trained-word-vectors.html How to do text classification with CNNs, TensorFlow and word embedding https:\/\/towardsdatascience.com\/how-to-do-text-classification-using-tensorflow-word-embeddings-and-cnn-edae13b3e575 Classification of Customer Complaints using Tensorflow: Text Classification with Word Embeddings https:\/\/medium.com\/@opalkabert\/classification-of-customer-complaints-using-tensorflow-text-classification-with-word-embeddings-e87952b5147c An analysis\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":14739,"url":"http:\/\/bangla.sitestree.com\/?p=14739","url_meta":{"origin":14735,"position":2},"title":"On Text Classification based on Deep Learning\/Neural Networks","author":"Sayed","date":"April 22, 2019","format":false,"excerpt":"On Text Classification based on Deep Learning\/Neural Networks Text Classification Using LSTM and visualize Word Embeddings: Part-1 https:\/\/medium.com\/@sabber\/classifying-yelp-review-comments-using-lstm-and-word-embeddings-part-1-eb2275e4066b Different approaches of Text Classification https:\/\/www.kdnuggets.com\/2018\/07\/text-classification-lstm-cnn-pre-trained-word-vectors.html How to do text classification with CNNs, TensorFlow and word embedding https:\/\/towardsdatascience.com\/how-to-do-text-classification-using-tensorflow-word-embeddings-and-cnn-edae13b3e575 Classification of Customer Complaints using Tensorflow: Text Classification with Word Embeddings https:\/\/medium.com\/@opalkabert\/classification-of-customer-complaints-using-tensorflow-text-classification-with-word-embeddings-e87952b5147c An analysis\u2026","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":14736,"url":"http:\/\/bangla.sitestree.com\/?p=14736","url_meta":{"origin":14735,"position":3},"title":"Text Classification such as article category classification with Deep Learning\/Neural Network Approach","author":"Sayed","date":"April 21, 2019","format":false,"excerpt":"Text Classification such as article category classification with Deep Learning\/Neural Network Approach What deep learning method to use to classify text files? https:\/\/www.quora.com\/What-deep-learning-method-to-use-to-classify-text-files Classification Examples: https:\/\/faroit.com\/keras-docs\/0.3.3\/examples\/ Best Practices for Document Classification with Deep Learning https:\/\/machinelearningmastery.com\/best-practices-document-classification-deep-learning\/ LSTM with sentence representations for document-level sentiment classification https:\/\/www.sciencedirect.com\/science\/article\/pii\/S092523121830479X A C-LSTM Neural Network for Text\u2026","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":24955,"url":"http:\/\/bangla.sitestree.com\/?p=24955","url_meta":{"origin":14735,"position":4},"title":"Text Classification such as article category classification with Deep Learning\/Neural Network Approach #Root","author":"Author-Check- Article-or-Video","date":"April 14, 2021","format":false,"excerpt":"Text Classification such as article category classification with Deep Learning\/Neural Network Approach What deep learning method to use to classify text files? https:\/\/www.quora.com\/What-deep-learning-method-to-use-to-classify-text-files Classification Examples: https:\/\/faroit.com\/keras-docs\/0.3.3\/examples\/ Best Practices for Document Classification with Deep Learning https:\/\/machinelearningmastery.com\/best-practices-document-classification-deep-learning\/ LSTM with sentence representations for document-level sentiment classification https:\/\/www.sciencedirect.com\/science\/article\/pii\/S092523121830479X A C-LSTM Neural Network for Text\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":26223,"url":"http:\/\/bangla.sitestree.com\/?p=26223","url_meta":{"origin":14735,"position":5},"title":"NLP: Answer the questions by reading the notes after the questions (i.e. by reading the paper if available online) #Root","author":"Author-Check- Article-or-Video","date":"April 20, 2021","format":false,"excerpt":"Answer the questions by reading the notes after the questions (i.e. by reading the paper if available online): Can you use RNN-LSTM for Text Classification? Can you use RNN-LSTM for Text Summarization? Can you use CNN for Text Classification? Can you use CNN for Text Classification? What does CNN stand\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/14735","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=14735"}],"version-history":[{"count":0,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/14735\/revisions"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14735"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14735"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14735"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}