{"id":28351,"date":"2016-08-08T20:24:10","date_gmt":"2016-08-08T17:24:10","guid":{"rendered":"https:\/\/www.altoros.com\/blog\/?p=28351"},"modified":"2021-03-05T00:11:50","modified_gmt":"2021-03-04T21:11:50","slug":"distributed-tensorflow-and-classification-of-time-series-data-using-neural-networks","status":"publish","type":"post","link":"https:\/\/www.altoros.com\/blog\/distributed-tensorflow-and-classification-of-time-series-data-using-neural-networks\/","title":{"rendered":"Distributed TensorFlow and Classification of Time Series Data Using Neural Networks"},"content":{"rendered":"<p><a href=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/08\/munich_tensorflow_meetup-v11.jpeg\"><img decoding=\"async\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/08\/munich_tensorflow_meetup-v11.jpeg\" alt=\"munich_tensorflow_meetup-v11\" width=\"180\" style=\"padding: 0px 0px 20px 20px;\" class=\"alignright size-full wp-image-28658\" \/><\/a><\/p>\n<p>While the conventional methods may lag behind in terms of accuracy, convolutional neural networks come to the rescue. At the recent <a href=\"https:\/\/www.meetup.com\/data-science-on-aws-munich\/events\/232388273\/\" target=\"_blank\" rel=\"noopener noreferrer\">TensorFlow meetup in Munich<\/a>, the speakers highlighted the potential of deep learning tools for classifying time series data, as well as the perks of training models using distributed TensorFlow.<\/p>\n<p><!--more-->&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\/distributed-tensorflow-and-classification-of-time-series-data-using-neural-networks\/#Classifying_time_series_data_with_TensorFlow\" >Classifying time series data with TensorFlow<\/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\/distributed-tensorflow-and-classification-of-time-series-data-using-neural-networks\/#Intro_to_distributed_TensorFlow\" >Intro to distributed TensorFlow<\/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\/distributed-tensorflow-and-classification-of-time-series-data-using-neural-networks\/#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\/distributed-tensorflow-and-classification-of-time-series-data-using-neural-networks\/#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\/distributed-tensorflow-and-classification-of-time-series-data-using-neural-networks\/#About_the_experts\" >About the experts<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"Classifying_time_series_data_with_TensorFlow\"><\/span>Classifying time series data with TensorFlow<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>In his session, <a href=\"https:\/\/de.linkedin.com\/in\/andreaspawlik\" target=\"_blank\" rel=\"noopener noreferrer\">Andreas Pawlik<\/a> of NorCom explored the potential of deep learning technologies and TensorFlow for classification of time series data, or timestamps used for sequence of events. He enumerated a few examples for applying this approach:<\/p>\n<ul>\n<li>Light curves in astrophysics<\/li>\n<li>Different shapes (skull, blood cell, butterfly, etc.)<\/li>\n<li>Electrocardiograms in medicine <\/li>\n<li>Protein sequences in genetics<\/li>\n<li>Intruder activity logs in IT security<\/li>\n<li>Sensor data<\/li>\n<\/ul>\n<p>Andreas underlined that though <a href=\"https:\/\/www.altoros.com\/blog\/building-a-keras-based-image-classifier-using-tensorflow-for-a-back-end\/\">classification<\/a> of time series data is a standard problem, still it can be challenging. Furthermore, conventional approaches may be computationally expensive and their accuracy heavily depends on the quality of user input. In contrast to that, deep learning technologies\u2014such as multi-scale <a href=\"https:\/\/www.altoros.com\/blog\/using-convolutional-neural-networks-and-tensorflow-for-image-classification\/\">convolutional networks<\/a>\u2014pose a better alternative with high accuracy rate.<\/p>\n<p>Find Andreas&#8217;s presentation below.<\/p>\n<p><center><iframe loading=\"lazy\" src=\"\/\/www.slideshare.net\/slideshow\/embed_code\/key\/pA426GtziHxEf5\" 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=\"Intro_to_distributed_TensorFlow\"><\/span>Intro to distributed TensorFlow<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/de.linkedin.com\/in\/mihapelko\" target=\"_blank\" rel=\"noopener noreferrer\">Miha Pelko<\/a> of NorCom overviewed the distributed version of TensorFlow, which allows for training bigger models faster. He demonstrated different ways of model training parallelization for:<\/p>\n<ul>\n<li>Separate models with different data<\/li>\n<li>Separate models with the same data<\/li>\n<li>Full model with split data<\/li>\n<li>Split model with full-split data<\/li>\n<\/ul>\n<p>Recently, we have conducted <a href=\"https:\/\/www.altoros.com\/research-papers\/performance-of-distributed-tensorflow-a-multi-node-and-multi-gpu-configuration\/\" target=\"_blank\" rel=\"noopener noreferrer\">a study<\/a> exploring the performance of distributed TensorFlow. You can find full Miha&#8217;s slides below.<\/p>\n<p><center><iframe loading=\"lazy\" src=\"\/\/www.slideshare.net\/slideshow\/embed_code\/key\/N6cUWOpZGIqPE2\" 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=\"Want_details_Watch_the_video\"><\/span>Want details? Watch the video!<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><center><script src=\"\/\/fast.wistia.com\/embed\/medias\/jc4zw9p54w.jsonp\" async><\/script><script src=\"\/\/fast.wistia.com\/assets\/external\/E-v1.js\" async><\/script><\/p>\n<div class=\"wistia_embed wistia_async_jc4zw9p54w\" style=\"height:360px;width:640px\">&nbsp;<\/div>\n<p><\/center><\/p>\n<p>&nbsp;<\/p>\n<p>Join the <a href=\"https:\/\/www.meetup.com\/data-science-on-aws-munich\/\" target=\"_blank\" rel=\"noopener noreferrer\">meetup group<\/a> to get 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\/using-convolutional-neural-networks-and-tensorflow-for-image-classification\/\">Using Convolutional Neural Networks and TensorFlow for Image Classification<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/blog\/tensorflow-for-foreign-exchange-market-analyzing-time-series-data\/\">TensorFlow for Foreign Exchange Market: Analyzing Time-Series Data<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/research-papers\/performance-of-distributed-tensorflow-a-multi-node-and-multi-gpu-configuration\/\" target=\"_blank\" rel=\"noopener noreferrer\">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_experts\"><\/span>About the experts<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div>\n<div style=\"float: right;\"><a href=\"https:\/\/de.linkedin.com\/in\/andreaspawlik\" rel=\"noopener noreferrer\" target=\"_blank\"><img decoding=\"async\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/08\/andreas-pawlik-norcom.png\" alt=\"\" width=\"130\" class=\"alignright size-full wp-image-60433\" \/><\/a><\/div>\n<div style=\"width: 600px;\"><small><a href=\"https:\/\/de.linkedin.com\/in\/andreaspawlik\" rel=\"noopener noreferrer\" target=\"_blank\">Andreas Pawlik<\/a> is Data Scientist at NorCom. After graduating from the University of Potsdam with a degree in physics, he proceeded to studying astrophysics and worked as Research Scientist in a number of universities. Andreas is currently working with sensor data, such as time series, images, and IoT. He delivers data-driven solutions using deep learning and natural language processing.<\/small><\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<div>\n<div style=\"float: right;\"><a href=\"https:\/\/de.linkedin.com\/in\/mihapelko\" rel=\"noopener noreferrer\" target=\"_blank\"><img decoding=\"async\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/08\/miha-pelko-norcom.png\" alt=\"\" width=\"130\" class=\"alignright size-full wp-image-60434\" \/><\/a><\/div>\n<div style=\"width: 600px;\"><small><a href=\"https:\/\/de.linkedin.com\/in\/mihapelko\" rel=\"noopener noreferrer\" target=\"_blank\">Miha Pelko<\/a> is Data Scientist at NorCom. He holds a PhD in computational neuroscience from the University of Edinburgh, where he researched information processing in neurons using statistical modeling, data analysis, and dynamic system simulation. At the moment, Miha puts his interest in big data and the use of distributed computing in research and development workflows.<\/small><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<\/p>\n<p>While the conventional methods may lag behind in terms of accuracy, convolutional neural networks come to the rescue. At the recent TensorFlow meetup in Munich, the speakers highlighted the potential of deep learning tools for classifying time series data, as well as the perks of training models using distributed TensorFlow.<\/p>\n","protected":false},"author":3,"featured_media":60432,"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-28351","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 v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Distributed TensorFlow and Classification of Time Series Data Using Neural Networks | Altoros<\/title>\n<meta name=\"description\" content=\"Learn about the advantages of deep learning technologies for the classification of time series data and the benefits of distributed TensorFlow for 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\/distributed-tensorflow-and-classification-of-time-series-data-using-neural-networks\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Distributed TensorFlow and Classification of Time Series Data Using Neural Networks | Altoros\" \/>\n<meta property=\"og:description\" content=\"While the conventional methods may lag behind in terms of accuracy, convolutional neural networks come to the rescue. 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