{"id":19968,"date":"2016-06-14T21:25:14","date_gmt":"2016-06-15T05:25:14","guid":{"rendered":"https:\/\/www.altoros.com\/blog\/?p=19968"},"modified":"2021-02-19T16:13:23","modified_gmt":"2021-02-19T13:13:23","slug":"tensorflow-in-the-big-data-context","status":"publish","type":"post","link":"https:\/\/www.altoros.com\/blog\/tensorflow-in-the-big-data-context\/","title":{"rendered":"TensorFlow in the Big Data Context"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2017\/01\/tensorflow-paris-meetup.jpeg\" alt=\"tensorflow-paris-meetup\" width=\"120\" style=\"margin: 0px 0px 20px 20px;\" class=\"alignright size-full wp-image-19971\" \/><\/p>\n<p>TensorFlow is not the only machine learning library on the list, but it is gaining popularity by days. Below are the videos from <a href=\"https:\/\/www.meetup.com\/TensorFlow-Paris\/events\/226921105\/\" target=\"_blank\" rel=\"noopener noreferrer\">Paris TensorFlow meetup<\/a>\u2014organized and sponsored by Altoros on March 23, 2016.<\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_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\/tensorflow-in-the-big-data-context\/#What_makes_TensorFlow_different\" >What makes TensorFlow different?<\/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\/tensorflow-in-the-big-data-context\/#TensorFlow_overview\" >TensorFlow overview<\/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\/tensorflow-in-the-big-data-context\/#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-4\" href=\"https:\/\/www.altoros.com\/blog\/tensorflow-in-the-big-data-context\/#About_the_speakers\" >About the speakers<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"What_makes_TensorFlow_different\"><\/span>What makes TensorFlow different?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>In her session, <a href=\"https:\/\/www.linkedin.com\/in\/jiqiong-qiu-2101695b\" target=\"_blank\" rel=\"noopener noreferrer\">Jiqiong Qiu<\/a> of SFEIR outlined the difference between academic research and an industry application, touched upon TensorFlow\u2019s key features and how the tool stands out in a crowd, comparing the solution to other deep learning libraries. She also talked about <a href=\"https:\/\/www.altoros.com\/blog\/distributed-tensorflow-and-classification-of-time-series-data-using-neural-networks\/\">distributed TensorFlow<\/a> and Spark and demonstrated how GPU and multi-GPU accelerate model training in comparison to CPU.<\/p>\n<p><center><script src=\"\/\/fast.wistia.com\/embed\/medias\/vf17530elj.jsonp\" async><\/script><script src=\"\/\/fast.wistia.com\/assets\/external\/E-v1.js\" async><\/script><\/p>\n<div class=\"wistia_embed wistia_async_vf17530elj\" style=\"height:360px;width:640px\">&nbsp;<\/div>\n<p><\/center><\/p>\n<p>&nbsp;<\/p>\n<p>You can find more details in Jiqiong&#8217;s full slides below.<\/p>\n<p><center><iframe loading=\"lazy\" src=\"\/\/www.slideshare.net\/slideshow\/embed_code\/key\/9DSTKecOuiWXxs\" 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><br \/>\n&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"TensorFlow_overview\"><\/span>TensorFlow overview<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/romain-jouin-9998049\" target=\"_blank\" rel=\"noopener noreferrer\">Romain Jouin<\/a> of M\u00e9morandum took a glimpse at TensorFlow, talking about its under-the-hood mechanisms, functionality, <a href=\"https:\/\/www.altoros.com\/blog\/a-broad-spectrum-of-tensorflow-apis-inside-and-outside-the-project\/\">APIs<\/a>, etc.<\/p>\n<p><center><script src=\"\/\/fast.wistia.com\/embed\/medias\/me7mid375f.jsonp\" async><\/script><script src=\"\/\/fast.wistia.com\/assets\/external\/E-v1.js\" async><\/script><\/p>\n<div class=\"wistia_embed wistia_async_me7mid375f\" style=\"height:360px;width:640px\">&nbsp;<\/div>\n<p><\/center><\/p>\n<p>&nbsp;<\/p>\n<p>Join <a href=\"https:\/\/www.meetup.com\/TensorFlow-Paris\/\" target=\"_blank\" rel=\"noopener noreferrer\">our group<\/a> to stay informed about the upcoming events!<\/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\/the-diversity-of-tensorflow-wrappers-gpus-generative-adversarial-networks-etc\/\">The Diversity of TensorFlow: Wrappers, GPUs, Generative Adversarial Networks, etc.<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/blog\/a-broad-spectrum-of-tensorflow-apis-inside-and-outside-the-project\/\">A Broad Spectrum of TensorFlow APIs Inside and Outside the Project<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/blog\/tensorflow-in-the-cloud-accelerating-resources-with-elastic-gpus\/\">TensorFlow in the Cloud: Accelerating Resources with Elastic GPUs<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/research-papers\/performance-of-distributed-tensorflow-a-multi-node-and-multi-gpu-configuration\/\">Performance of Distributed TensorFlow: A Multi-Node and Multi-GPU Configuration<\/a><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"About_the_speakers\"><\/span>About the speakers<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"float: right;\"><a href=\"https:\/\/www.linkedin.com\/in\/jiqiong-qiu-2101695b\" rel=\"noopener noreferrer\" target=\"_blank\"><img decoding=\"async\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/06\/jiqiong-qiu-sfeir.png\" alt=\"\" width=\"140\" class=\"alignright size-full wp-image-60385\" \/><\/a><\/div>\n<div style=\"width: 600px;\"><small><a href=\"https:\/\/www.linkedin.com\/in\/jiqiong-qiu-2101695b\" rel=\"noopener noreferrer\" target=\"_blank\">Jiqiong Qiu<\/a> is Data Scientist at SFEIR. She holds a master\u2019s degree in engineering and bioinformatics, as well as a PhD in data science. Jiqiong has experience in analyzing IoT data to detect abnormal behavior of domestic animals and working on a remote diagnostic system for skin diseases. Her current job is mainly focused on training deep neural networks using TensorFlow.<\/small><\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<div>\n<div style=\"float: right;\"><a href=\"https:\/\/www.linkedin.com\/in\/romain-jouin-9998049\" rel=\"noopener noreferrer\" target=\"_blank\"><img decoding=\"async\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/06\/romain-jouin-m\u00e9morandum.png\" alt=\"\" width=\"140\" class=\"alignright size-full wp-image-60386\" \/><\/a><\/div>\n<div style=\"width: 600px;\"><small><a href=\"https:\/\/www.linkedin.com\/in\/romain-jouin-9998049\" rel=\"noopener noreferrer\" target=\"_blank\">Romain Jouin<\/a> is Senior Data Scientist at M\u00e9morandum. He graduated from the University of Rouen with a master\u2019s degree in computer science, as well as studied machine learning and data science at T\u00e9l\u00e9com Paris. Romain has experience of working as Business Developer at Alcatel-Lucent and Toshiba. He currently specializes in big data and is focused on helping companies with data optimization.<\/small><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<\/p>\n<p>TensorFlow is not the only machine learning library on the list, but it is gaining popularity by days. Below are the videos from Paris TensorFlow meetup\u2014organized and sponsored by Altoros on March 23, 2016.<\/p>\n<p>&nbsp;<\/p>\n<p>What makes TensorFlow different?<\/p>\n<p>In her session, Jiqiong Qiu of SFEIR outlined the difference between academic research and [&#8230;]<\/p>\n","protected":false},"author":3,"featured_media":60384,"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":[748,749],"class_list":["post-19968","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tutorials","tag-machine-learning","tag-tensorflow"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>TensorFlow in the Big Data Context | Altoros<\/title>\n<meta name=\"description\" content=\"Learn how deep learning libraries compare to each other, what distributed TensorFlow is, and how a graphics processing unit can accelerate model training.\" \/>\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\/tensorflow-in-the-big-data-context\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"TensorFlow in the Big Data Context | Altoros\" \/>\n<meta property=\"og:description\" content=\"TensorFlow is not the only machine learning library on the list, but it is gaining popularity by days. Below are the videos from Paris TensorFlow meetup\u2014organized and sponsored by Altoros on March 23, 2016. &nbsp; What makes TensorFlow different? 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