{"id":19694,"date":"2016-04-27T21:23:09","date_gmt":"2016-04-28T05:23:09","guid":{"rendered":"https:\/\/www.altoros.com\/blog\/?p=19694"},"modified":"2019-06-18T05:58:12","modified_gmt":"2019-06-18T02:58:12","slug":"tensorflow-tricks-of-the-trade-videos-and-slides","status":"publish","type":"post","link":"https:\/\/www.altoros.com\/blog\/tensorflow-tricks-of-the-trade-videos-and-slides\/","title":{"rendered":"TensorFlow in Practice: Interactive Prototyping and Multi-GPU Usage"},"content":{"rendered":"<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\/tensorflow-tricks-of-the-trade-videos-and-slides\/#%E2%80%9CTricks_of_the_Trade%E2%80%9D\" >&#8220;Tricks of the Trade&#8221;<\/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-tricks-of-the-trade-videos-and-slides\/#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-3\" href=\"https:\/\/www.altoros.com\/blog\/tensorflow-tricks-of-the-trade-videos-and-slides\/#Further_reading\" >Further reading<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E2%80%9CTricks_of_the_Trade%E2%80%9D\"><\/span>&#8220;Tricks of the Trade&#8221;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>On March 31, 2016, Altoros organized the <a href=\"https:\/\/www.meetup.com\/TensorFlow-London\/events\/229662676\/\" target=\"_blank\" rel=\"noopener noreferrer\">TensorFlow London meetup<\/a>. At the event, <a href=\"https:\/\/www.linkedin.com\/in\/yaroslav-bulatov-862b3b1\" target=\"_blank\" rel=\"noopener noreferrer\">Yaroslav Bulatov<\/a> of Google presented some scenarios for using TensorFlow at scale\u2014such as interactive usage, <a href=\"https:\/\/www.altoros.com\/blog\/tensorflow-in-the-cloud-accelerating-resources-with-elastic-gpus\/\">multiple GPUs<\/a>, multi-threading, etc. In addition to an overview of TensorFlow&#8217;s architecture, Yaroslav also covered:<\/p>\n<ul>\n<li>brief comparison to <em>Theano<\/em>, <em>PyTorch<\/em>, and <em>NumPy<\/em> (check out a <a href=\"https:\/\/www.altoros.com\/research-papers\/performance-of-deep-learning-frameworks-caffe-deeplearning4j-tensorflow-theano-and-torch\/\">more detailed analysis<\/a> from us)<\/li>\n<li>CPU\/GPU and parallel execution<\/li>\n<li>training parameters, assigning devices, etc.<\/li>\n<\/ul>\n<p><center><a href=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/04\/TensorFlow-Assign-Devices-to-Ops.png\"><img decoding=\"async\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/04\/TensorFlow-Assign-Devices-to-Ops.png\" alt=\"\" width=\"640\" class=\"aligncenter size-full wp-image-44300\" \/><\/a><\/center><\/p>\n<p>At the end of the presentation, Yaroslav provided practical tips on interactive prototyping and demonstrated code samples. The slides are available <a href=\"https:\/\/docs.google.com\/presentation\/d\/1x_fzKmTZ2ZeNLFyKi9QZIOUrfnHnML7y70A8hzLDTVo\/edit#slide=id.p\" target=\"_blank\" rel=\"noopener noreferrer\">here<\/a>.<\/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 charset=\"ISO-8859-1\" src=\"\/\/fast.wistia.com\/assets\/external\/E-v1.js\" async><\/script><\/p>\n<div class=\"wistia_embed wistia_async_v3j2fi7mht\" 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\/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<li><a href=\"https:\/\/www.altoros.com\/research-papers\/performance-of-deep-learning-frameworks-caffe-deeplearning4j-tensorflow-theano-and-torch\/\">Performance of DL Frameworks: Caffe, Deeplearning4j, TensorFlow, Theano, and Torch<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>&#8220;Tricks of the Trade&#8221;<\/p>\n<p>On March 31, 2016, Altoros organized the TensorFlow London meetup. At the event, Yaroslav Bulatov of Google presented some scenarios for using TensorFlow at scale\u2014such as interactive usage, multiple GPUs, multi-threading, etc. In addition to an overview of TensorFlow&#8217;s architecture, Yaroslav also covered:<\/p>\n<p>brief comparison to Theano, PyTorch, [&#8230;]<\/p>\n","protected":false},"author":5,"featured_media":30806,"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-19694","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>TensorFlow in Practice: Interactive Prototyping and Multi-GPU Usage | Altoros<\/title>\n<meta name=\"description\" content=\"Yaroslav Bulatov of Google demonstrated how TensorFlow works, providing recommendations and code samples for computational graphs, sessions, etc.\" \/>\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-tricks-of-the-trade-videos-and-slides\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"TensorFlow in Practice: Interactive Prototyping and Multi-GPU Usage | Altoros\" \/>\n<meta property=\"og:description\" content=\"&#8220;Tricks of the Trade&#8221; On March 31, 2016, Altoros organized the TensorFlow London meetup. At the event, Yaroslav Bulatov of Google presented some scenarios for using TensorFlow at scale\u2014such as interactive usage, multiple GPUs, multi-threading, etc. In addition to an overview of TensorFlow&#8217;s architecture, Yaroslav also covered: brief comparison to Theano, PyTorch, [...]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.altoros.com\/blog\/tensorflow-tricks-of-the-trade-videos-and-slides\/\" \/>\n<meta property=\"og:site_name\" content=\"Altoros\" \/>\n<meta property=\"article:published_time\" content=\"2016-04-28T05:23:09+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2019-06-18T02:58:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/04\/tensorflow-ops-yaroslav-bulatov-multi-gpu.png\" \/>\n\t<meta property=\"og:image:width\" content=\"960\" \/>\n\t<meta property=\"og:image:height\" content=\"540\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Alex Khizhniak\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Alex Khizhniak\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.altoros.com\/blog\/tensorflow-tricks-of-the-trade-videos-and-slides\/\",\"url\":\"https:\/\/www.altoros.com\/blog\/tensorflow-tricks-of-the-trade-videos-and-slides\/\",\"name\":\"TensorFlow in Practice: Interactive Prototyping and Multi-GPU Usage | Altoros\",\"isPartOf\":{\"@id\":\"https:\/\/www.altoros.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.altoros.com\/blog\/tensorflow-tricks-of-the-trade-videos-and-slides\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.altoros.com\/blog\/tensorflow-tricks-of-the-trade-videos-and-slides\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/04\/tensorflow-ops-yaroslav-bulatov-multi-gpu.png\",\"datePublished\":\"2016-04-28T05:23:09+00:00\",\"dateModified\":\"2019-06-18T02:58:12+00:00\",\"author\":{\"@id\":\"https:\/\/www.altoros.com\/blog\/#\/schema\/person\/3d914db6ad1b2908c32c0dc5dcabc420\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.altoros.com\/blog\/tensorflow-tricks-of-the-trade-videos-and-slides\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.altoros.com\/blog\/tensorflow-tricks-of-the-trade-videos-and-slides\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.altoros.com\/blog\/tensorflow-tricks-of-the-trade-videos-and-slides\/#primaryimage\",\"url\":\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/04\/tensorflow-ops-yaroslav-bulatov-multi-gpu.png\",\"contentUrl\":\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/04\/tensorflow-ops-yaroslav-bulatov-multi-gpu.png\",\"width\":960,\"height\":540},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.altoros.com\/blog\/tensorflow-tricks-of-the-trade-videos-and-slides\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.altoros.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"TensorFlow in Practice: Interactive Prototyping and Multi-GPU Usage\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.altoros.com\/blog\/#website\",\"url\":\"https:\/\/www.altoros.com\/blog\/\",\"name\":\"Altoros\",\"description\":\"Insight\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.altoros.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.altoros.com\/blog\/#\/schema\/person\/3d914db6ad1b2908c32c0dc5dcabc420\",\"name\":\"Alex Khizhniak\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.altoros.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2017\/06\/druzya-edit1-150x150.jpg\",\"contentUrl\":\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2017\/06\/druzya-edit1-150x150.jpg\",\"caption\":\"Alex Khizhniak\"},\"description\":\"Alex Khizhniak is Director of Technical Content Strategy at Altoros and a cofounder of a local Java User Group. 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