{"id":1884,"date":"2018-01-31T15:55:30","date_gmt":"2018-01-31T16:55:30","guid":{"rendered":"http:\/\/sites.uac.pt\/amendes\/?p=1884"},"modified":"2018-01-31T15:55:30","modified_gmt":"2018-01-31T16:55:30","slug":"recurrent-neural-networks","status":"publish","type":"post","link":"https:\/\/sites.uac.pt\/amendes\/estatistica\/recurrent-neural-networks\/","title":{"rendered":"Recurrent neural networks, Time series data and IoT \u2013 Part One"},"content":{"rendered":"<div id=\"attachment_1083\" style=\"width: 310px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.datasciencecentral.com\/profiles\/blogs\/recurrent-neural-networks-time-series-data-and-iot-part-one\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-1083\" class=\"size-medium wp-image-1083\" src=\"http:\/\/sites.uac.pt\/amendes\/files\/2013\/10\/dataScience-300x54.png\" alt=\"clique na imagem para seguir o link\" width=\"300\" height=\"54\" srcset=\"https:\/\/sites.uac.pt\/amendes\/files\/2013\/10\/dataScience-300x54.png 300w, https:\/\/sites.uac.pt\/amendes\/files\/2013\/10\/dataScience.png 657w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><p id=\"caption-attachment-1083\" class=\"wp-caption-text\">clique na imagem para seguir o link<\/p><\/div>\n<p><span style=\"color: #ff0000\">Utiliza\u00e7\u00e3o de redes neuronais para previs\u00e3o de s\u00e9ries univariadas<\/span><\/p>\n<p>RNNs are already used for Time series analysis. Because IoT problems can often be modelled as a Time series, RNNs could apply to IoT data. In this multi-part blog, we first discuss Time series applications and then discuss how RNNs could apply to Time series applications. Finally, we discuss applicability to IoT.<\/p>\n<p><span> <\/span><\/p>\n<p><span> <\/span><\/p>\n<p>In this article (Part One), we present the overall thought process behind the use of Recurrent neural networks and Time series applications &#8211; especially a type of RNN called Long Short Term Memory networks (LSTMs).<\/p>\n<p><span> <\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Utiliza\u00e7\u00e3o de redes neuronais para previs\u00e3o de s\u00e9ries univariadas RNNs are already used for Time series analysis. Because IoT problems can often be modelled as a Time series, RNNs could apply to IoT data. In this multi-part blog, we first discuss Time series applications and then discuss how RNNs could apply to Time series applications. [&hellip;]<\/p>\n","protected":false},"author":159,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[103,102,109,105],"tags":[191,120],"class_list":["post-1884","post","type-post","status-publish","format-standard","hentry","category-data-mining","category-estatistica","category-investigacao-operacional","category-materiais-ensino","tag-machine-learning","tag-previsao"],"_links":{"self":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts\/1884","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/users\/159"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/comments?post=1884"}],"version-history":[{"count":2,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts\/1884\/revisions"}],"predecessor-version":[{"id":1886,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts\/1884\/revisions\/1886"}],"wp:attachment":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/media?parent=1884"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/categories?post=1884"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/tags?post=1884"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}