{"id":28349,"date":"2016-08-05T19:46:31","date_gmt":"2016-08-05T16:46:31","guid":{"rendered":"https:\/\/www.altoros.com\/blog\/?p=28349"},"modified":"2021-03-03T16:40:04","modified_gmt":"2021-03-03T13:40:04","slug":"learning-financial-data-and-recognizing-images-with-tensorflow-and-neural-networks","status":"publish","type":"post","link":"https:\/\/www.altoros.com\/blog\/learning-financial-data-and-recognizing-images-with-tensorflow-and-neural-networks\/","title":{"rendered":"Learning Financial Data and Recognizing Images with TensorFlow and Neural Networks"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/08\/london_meetup_tensorflow-v11.jpeg\" alt=\"london_meetup_tensorflow-v11\" width=\"180\" style=\"padding: 0px 0px 20px 20px;\" class=\"alignright size-full wp-image-28654\" \/><\/p>\n<p>At the recent <a href=\"https:\/\/www.meetup.com\/TensorFlow-London\/events\/232536851\/\" target=\"_blank\" rel=\"noopener noreferrer\">TensorFlow meetup<\/a> in London, the speakers overviewed the recent advances in machine learning domain, as well as discussed what transfer learning is and how to employ it for image recognition with 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\/learning-financial-data-and-recognizing-images-with-tensorflow-and-neural-networks\/#Using_recurrent_autoencoders_to_learn_financial_data\" >Using recurrent autoencoders to learn financial data<\/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\/learning-financial-data-and-recognizing-images-with-tensorflow-and-neural-networks\/#Image_recognition_using_TensorFlow_and_containers\" >Image recognition using TensorFlow and containers<\/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\/learning-financial-data-and-recognizing-images-with-tensorflow-and-neural-networks\/#Want_more_detail_Watch_the_video\" >Want more detail? 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\/learning-financial-data-and-recognizing-images-with-tensorflow-and-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\/learning-financial-data-and-recognizing-images-with-tensorflow-and-neural-networks\/#About_the_experts\" >About the experts<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"Using_recurrent_autoencoders_to_learn_financial_data\"><\/span>Using recurrent autoencoders to learn financial data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>In his session, <a href=\"https:\/\/www.linkedin.com\/in\/huttsteven\" target=\"_blank\" rel=\"noopener noreferrer\">Steven Hutt<\/a> of CME Group provided an introduction to learning sequences using recurrent neural networks (RNN) and TensorFlow. He described how to make use of the latest advances in RNNs to learn patterns in market data:<\/p>\n<ul>\n<li>Unitary RNNs<\/li>\n<li>RNNs as programs to address external memory<\/li>\n<li>Deep RNNs<\/li>\n<li>Autoencoders and recurrent autoencoders<\/li>\n<li>Easy RNNs with TensorFlow VariableScope<\/li>\n<li>TensorFlow encoder<\/li>\n<li>TensorFlow deep recurrent autoencoder<\/li>\n<\/ul>\n<p>Below, you can check out the full slides by Steven.<\/p>\n<p><center><iframe loading=\"lazy\" src=\"\/\/www.slideshare.net\/slideshow\/embed_code\/key\/oBnRNciwruWHnG\" 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=\"Image_recognition_using_TensorFlow_and_containers\"><\/span>Image recognition using TensorFlow and containers<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Yaz Santissi provided a live demo, highlighting the following aspects:<\/p>\n<ul>\n<li>Setting up TensorFlow within Ubuntu containers<\/li>\n<li>What is <a href=\"https:\/\/www.altoros.com\/blog\/what-is-behind-deep-reinforcement-learning-and-transfer-learning-with-tensorflow\/\">transfer learning<\/a> and how to get an existing model with it?<\/li>\n<li>Training old models with new images<\/li>\n<li>Testing new models with new images<\/li>\n<\/ul>\n<p>Below, you can check out the full slides by Yaz.<\/p>\n<p><center><iframe loading=\"lazy\" src=\"\/\/www.slideshare.net\/slideshow\/embed_code\/key\/3kYYdcMVGOKC0X\" 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_more_detail_Watch_the_video\"><\/span>Want more detail? Watch the video!<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><center><script src=\"\/\/fast.wistia.com\/embed\/medias\/x4dp13njay.jsonp\" async><\/script><script src=\"\/\/fast.wistia.com\/assets\/external\/E-v1.js\" async><\/script><\/p>\n<div class=\"wistia_embed wistia_async_x4dp13njay\" 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-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\/blog\/tensorflow-in-finance-discussing-predictive-analytics-and-budget-planning\/\">TensorFlow in Finance: Discussing Predictive Analytics and Budget Planning<\/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:\/\/www.linkedin.com\/in\/huttsteven\" rel=\"noopener noreferrer\" target=\"_blank\"><img decoding=\"async\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/08\/steven-hutt-cme-group.png\" alt=\"\" width=\"150\" class=\"alignright size-full wp-image-60424\" \/><\/a><\/div>\n<div style=\"width: 600px;\"><small><a href=\"https:\/\/www.linkedin.com\/in\/huttsteven\" rel=\"noopener noreferrer\" target=\"_blank\">Steven Hutt<\/a> is a consultant for deep learning and financial risks, currently working for CME Group. He has a bachelor\u2019s degree in mathematics from Imperial College London and a PhD from the University of Edinburgh. Steven\u2019s job is currently focused on the application of deep learning to financial data analysis, as well as the implementation of recurrent neural networks and variational autoencoders for pattern recognition and anomaly detection.<\/small><\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<div>\n<div style=\"float: right;\"><a href=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/08\/yaz-santissi-gdg-cloud.png\"><img decoding=\"async\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2016\/08\/yaz-santissi-gdg-cloud.png\" alt=\"\" width=\"150\" class=\"alignright size-full wp-image-60425\" \/><\/a><\/div>\n<div style=\"width: 600px;\"><small>Yaz Santissi is a freelancer, developing machine learning algorithms as proof-of-concepts for a variety of companies. Despite working in machine learning, he remains a steadfast fan of human learning. Being part of London\u2019s Google Developer Group, Yaz has organized a large number of TensorFlow events around the world, where participants can share what they have learned and build projects together.<\/small><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<\/p>\n<p>At the recent TensorFlow meetup in London, the speakers overviewed the recent advances in machine learning domain, as well as discussed what transfer learning is and how to employ it for image recognition with TensorFlow.<\/p>\n","protected":false},"author":3,"featured_media":60429,"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-28349","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tutorials","tag-machine-learning","tag-tensorflow"],"acf":[],"yoast_head":"<!-- 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