{"id":32111,"date":"2017-03-14T19:37:27","date_gmt":"2017-03-14T16:37:27","guid":{"rendered":"https:\/\/www.altoros.com\/blog\/?p=32111"},"modified":"2019-05-10T17:32:25","modified_gmt":"2019-05-10T14:32:25","slug":"natural-language-processing-and-tensorflow-implementation-across-industries","status":"publish","type":"post","link":"https:\/\/www.altoros.com\/blog\/natural-language-processing-and-tensorflow-implementation-across-industries\/","title":{"rendered":"Natural Language Processing and TensorFlow Implementation Across Industries"},"content":{"rendered":"<p>At the <a href=\"https:\/\/www.meetup.com\/TensorFlow-Madrid\/events\/237159201\/\" target=\"_blank\" rel=\"noopener noreferrer\">recent meetup<\/a> in Madrid, the speakers recalled the outstanding use cases of TensorFlow adoption and overviewed how the library and the related tools can be applied to natural language processing.<\/p>\n<p><small>(Featured image courtesy of <a href=\"https:\/\/www.svds.com\/introduction-to-trainspotting\/\" target=\"_blank\" rel=\"noopener noreferrer\">Silicon Valley Data Science<\/a>.)<\/small><\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79_2 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.altoros.com\/blog\/natural-language-processing-and-tensorflow-implementation-across-industries\/#Whats_been_done_in_67_weeks\" >What&#8217;s been done in 67 weeks<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.altoros.com\/blog\/natural-language-processing-and-tensorflow-implementation-across-industries\/#TensorFlow_for_Natural_Language_Processing\" >TensorFlow for Natural Language Processing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.altoros.com\/blog\/natural-language-processing-and-tensorflow-implementation-across-industries\/#Want_details_Watch_the_video\" >Want details? Watch the video!<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.altoros.com\/blog\/natural-language-processing-and-tensorflow-implementation-across-industries\/#Further_reading\" >Further reading<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.altoros.com\/blog\/natural-language-processing-and-tensorflow-implementation-across-industries\/#About_the_experts\" >About the experts<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"Whats_been_done_in_67_weeks\"><\/span>What&#8217;s been done in 67 weeks<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/gorkabengochea\" target=\"_blank\" rel=\"noopener noreferrer\">Gorka Bengochea<\/a> of Iberm\u00e1tica walked the attendees through the memorable scenarios, where TensorFlow helped out, since it was open-sourced back in November 2015:<\/p>\n<ul>\n<li style=\"margin-bottom: 10px;\"><a href=\"https:\/\/blog.google\/technology\/ai\/could-machine-learning-save-sea-cow\/\" target=\"_blank\" rel=\"noopener noreferrer\">Keeping track of sea cow population<\/a>, which is under a threat of extinction, by automating the recognition process based on dozens of thousands aerial photos<\/li>\n<li style=\"margin-bottom: 10px;\">Automating the process of <a href=\"https:\/\/www.altoros.com\/blog\/the-diversity-of-tensorflow-wrappers-gpus-generative-adversarial-networks-etc\/\" target=\"_blank\" rel=\"noopener noreferrer\">sorting cucumbers<\/a><\/li>\n<li style=\"margin-bottom: 10px;\">Improving <a href=\"https:\/\/www.svds.com\/introduction-to-trainspotting\/\" target=\"_blank\" rel=\"noopener noreferrer\">train arrival predictions<\/a><\/li>\n<li style=\"margin-bottom: 10px;\">Delivering an <a href=\"https:\/\/www.wired.co.uk\/article\/deepmind\" target=\"_blank\" rel=\"noopener noreferrer\">algorithm<\/a> that can learn how to play 49 different arcade games, including the iconic Space Invaders, for instance (a project launched by DeepMind Lab, Google\u2019s AI-centric subsidiary)<\/li>\n<li style=\"margin-bottom: 10px;\">Predict Alzheimer\u2019s disease by integrating the <a href=\"https:\/\/en.wikipedia.org\/wiki\/DICOM\" target=\"_blank\" rel=\"noopener noreferrer\">Digital Imaging and Communications in Medicine<\/a> (DICOM) standard with TensorFlow (Icahn School of Medicine at Mount Sinai)<\/li>\n<\/ul>\n<p>For more detail, look through Gorka\u2019s presentation below.<\/p>\n<p><center><iframe loading=\"lazy\" src=\"\/\/www.slideshare.net\/slideshow\/embed_code\/key\/M9d1aSEXYVkGrp\" width=\"595\" height=\"485\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" style=\"border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;\" allowfullscreen> <\/iframe><\/center><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"TensorFlow_for_Natural_Language_Processing\"><\/span>TensorFlow for Natural Language Processing<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/santisaavedra\" target=\"_blank\" rel=\"noopener noreferrer\">Santiago Saavedra<\/a> of OpenShine investigated into how TensorFlow and the related tools from its ecosystem can be applied to carry out such <a href=\"https:\/\/www.altoros.com\/blog\/how-tensorflow-can-help-to-perform-natural-language-processing-tasks\/\">natural language processing<\/a> tasks as:<\/p>\n<ul>\n<li>part-of-speech (POS) tagging<\/li>\n<li>sentiment analysis<\/li>\n<li>machine translation, etc.<\/li>\n<\/ul>\n<p>He also exemplified a number of tools and means to address the issues of <a href=\"https:\/\/www.altoros.com\/blog\/analyzing-text-and-generating-content-with-neural-networks-and-tensorflow\/\">producing word embeddings<\/a>, language modeling, and <a href=\"https:\/\/www.altoros.com\/blog\/enabling-multilingual-neural-machine-translation-with-tensorflow\/\">machine translation<\/a>. <\/p>\n<p>Thus, <a href=\"https:\/\/www.altoros.com\/blog\/recurrent-neural-networks-classifying-diagnoses-with-long-short-term-memory\/\" target=\"_blank\" rel=\"noopener noreferrer\">long short-term memory<\/a> networks can help to assign probabilities to sentences, predicting the next word in a text based on the given examples.<\/p>\n<p>The <a href=\"https:\/\/www.tensorflow.org\/versions\/r0.11\/tutorials\/seq2seq\/\" target=\"_blank\" rel=\"noopener noreferrer\">seq2seq<\/a> library is frequently used to enhance machine translation, while the <a href=\"https:\/\/github.com\/dav\/word2vec\" target=\"_blank\" rel=\"noopener noreferrer\">word2vec<\/a> algorithm is capable of transforming words in a corpus to vectors in a >100-dim space to make word embeddings. One can also make use of <a href=\"https:\/\/www.tensorflow.org\/versions\/r0.12\/tutorials\/syntaxnet\/\" target=\"_blank\" rel=\"noopener noreferrer\">SyntaxNet<\/a>, a natural language processing framework for TensorFlow.<\/p>\n<p>You can find Santiago\u2019s full presentation <a href=\"http:\/\/ssaavedra.eu\/tf-nlp-intro-slides\/#1\" target=\"_blank\" rel=\"noopener noreferrer\">here<\/a>. Join <a href=\"https:\/\/www.meetup.com\/TensorFlow-Madrid\/\" target=\"_blank\" rel=\"noopener noreferrer\">our group<\/a> to stay tuned with the upcoming events.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Want_details_Watch_the_video\"><\/span>Want details? Watch the video!<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><center><script src=\"https:\/\/fast.wistia.com\/embed\/medias\/ih0yalbffd.jsonp\" async><\/script><script src=\"https:\/\/fast.wistia.com\/assets\/external\/E-v1.js\" async><\/script><\/p>\n<div class=\"wistia_embed wistia_async_ih0yalbffd\" style=\"height:360px;width:640px\">&nbsp;<\/div>\n<p><\/center><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Further_reading\"><\/span>Further reading<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/www.altoros.com\/blog\/how-tensorflow-can-help-to-perform-natural-language-processing-tasks\/\">How TensorFlow Can Help to Perform Natural Language Processing Tasks<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/blog\/the-magic-behind-google-translate-sequence-to-sequence-models-and-tensorflow\/\">The Magic Behind Google Translate: Sequence-to-Sequence Models and TensorFlow<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/blog\/analyzing-text-and-generating-content-with-neural-networks-and-tensorflow\/\">Analyzing Text and Generating Content with Neural Networks and TensorFlow<\/a><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"About_the_experts\"><\/span>About the experts<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><small><a href=\"https:\/\/www.linkedin.com\/in\/gorkabengochea\" target=\"_blank\" rel=\"noopener noreferrer\">Gorka Bengochea<\/a> is passionate about innovation and artificial intelligence. An engineering student at Madrid Polytechnical University, he has worked at the Ed-tech startup in Silicon Valley and initiated the deep learning line of Iberm\u00e1tica, a Spain-based consulting company.<\/small><\/p>\n<p><small><a href=\"https:\/\/www.linkedin.com\/in\/santisaavedra\" target=\"_blank\" rel=\"noopener noreferrer\">Santiago Saavedra<\/a> is a hacker at OpenShine and an enthusiast with a passion for computer science and open source. He&#8217;s been engaged in many subfields of Computer Science, from collaborative edition in distributed systems to formal methods for software verification.<\/small><\/p>\n","protected":false},"excerpt":{"rendered":"<p>At the recent meetup in Madrid, the speakers recalled the outstanding use cases of TensorFlow adoption and overviewed how the library and the related tools can be applied to natural language processing.<\/p>\n<p>(Featured image courtesy of Silicon Valley Data Science.)<\/p>\n<p>&nbsp;<\/p>\n<p>What&#8217;s been done in 67 weeks<\/p>\n<p>Gorka Bengochea of Iberm\u00e1tica walked the attendees [&#8230;]<\/p>\n","protected":false},"author":3,"featured_media":42898,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":"","_links_to":"","_links_to_target":""},"categories":[214],"tags":[117,748,749],"class_list":["post-32111","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tutorials","tag-iot","tag-machine-learning","tag-tensorflow"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Natural Language Processing and TensorFlow Implementation Across Industries | Altoros<\/title>\n<meta name=\"description\" content=\"Being in the limelight of machine learning, TensorFlow is widely adopted in finance, healthcare, manufacturing, custom services, and other industries.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.altoros.com\/blog\/natural-language-processing-and-tensorflow-implementation-across-industries\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Natural Language Processing and TensorFlow Implementation Across Industries | Altoros\" \/>\n<meta property=\"og:description\" content=\"At the recent meetup in Madrid, the speakers recalled the outstanding use cases of TensorFlow adoption and overviewed how the library and the related tools can be applied to natural language processing. 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