{"id":166151,"date":"2021-01-29T19:35:07","date_gmt":"2021-01-29T16:35:07","guid":{"rendered":"https:\/\/en.buradabiliyorum.com\/mits-new-liquid-ai-could-help-robots-adapt-to-changing-conditions\/"},"modified":"2021-01-29T19:35:07","modified_gmt":"2021-01-29T16:35:07","slug":"mits-new-liquid-ai-could-help-robots-adapt-to-changing-conditions","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/mits-new-liquid-ai-could-help-robots-adapt-to-changing-conditions\/","title":{"rendered":"#MIT\u2019s new \u2018liquid\u2019 AI could help robots adapt to changing conditions"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a28b7af3e679\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #dd3333;color:#dd3333\" 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: #dd3333;color:#dd3333\" 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><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a28b7af3e679\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/buradabiliyorum.com\/en\/mits-new-liquid-ai-could-help-robots-adapt-to-changing-conditions\/#Future_plans\" >Future plans<\/a><\/li><\/ul><\/nav><\/div>\n<p>&#8220;<strong>#MIT\u2019s new \u2018liquid\u2019 AI could help robots adapt to changing conditions<\/strong>&#8221;<br \/>\n<img decoding=\"async\" src=\"https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2021\/01\/Untitled-design-2021-01-29T145833.374-796x417.png\" \/><\/p>\n<div>\n                                MIT researchers have invented an adaptive \u201cliquid\u201d neural network\u00a0that could improve decision-making in self-driving cars and medical diagnosis.<\/p>\n<p>The algorithm adjusts to changes experienced by real-world systems by changing their underlying equations as they receive new data.<\/p>\n<p>\u201cThis is a way forward for the future of robot control, natural language processing, video processing \u2014 any form of time <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/watch-movies-tv-seriess\/\" data-internallinksmanager029f6b8e52c=\"8\" title=\"Watch Movies &amp; TV Series\" target=\"_blank\" rel=\"noopener\">series<\/a> data processing,\u201d <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/news.mit.edu\/2021\/machine-learning-adapts-0128\">said<\/a> Ramin Hasani, the study paper\u2019s\u00a0lead author. \u201cThe potential is really significant.\u201d<\/p>\n<p><em>[Read: How this company leveraged AI to become the Netflix of Finland]<\/em><\/p>\n<p>Hasani said the system is inspired by a tiny worm \u2014 the C. elegans:<\/p>\n<blockquote><p>It only has 302 neurons in its nervous system yet it can generate unexpectedly complex dynamics.<\/p>\n<\/blockquote>\n<p>The\u00a0code was influenced by the way the C. elegans\u2019 neurons activate and communicate with each other through electrical impulses.<\/p>\n<p>Hasani structed his neural network so that the parameters can change over time based on the results of a nested set of differential equations.<\/p>\n<p>This allows it to continue learning after the training phase, making it more resilient to unexpected situations, like heavy rain covering a camera on a self-driving car.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Future_plans\"><\/span>Future plans<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The liquid network\u2019s small number of highly expressive neurons also makes it easier to interpret its decisions.<\/p>\n<p>\u201cJust [by] changing the representation of a neuron, you can really explore some degrees of complexity you couldn\u2019t explore otherwise,\u201d said Hasani.<\/p>\n<p>In tests, the network performed promisingly in predicting future values in datasets, ranging\u00a0from atmospheric chemistry to traffic patterns.<\/p>\n<p>Its small size also significantly reduced the computing costs.<\/p>\n<p>Hasani said he now wants to prepare the system for real-world <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/download-scripts-themes-apps\/\" data-internallinksmanager029f6b8e52c=\"9\" title=\"Download Scripts &amp; Themes &amp; Apps\" target=\"_blank\" rel=\"noopener\">app<\/a>lications:<\/p>\n<blockquote><p>We have a provably more expressive neural network that is inspired by nature. But this is just the beginning of the process. The obvious question is how do you extend this? We think this kind of network could be a key element of future intelligence systems.<\/p>\n<\/blockquote>\n<p>You can read the study paper on the pre-print server <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2006.04439.pdf\">arXiv<\/a>.<\/p>\n<p class=\"c-post-pubDate\">\n                                    Published January 29, 2021 \u2014 16:35 UTC<\/p><\/div>\n<p><script data-src=\"https:\/\/connect.facebook.net\/en_US\/sdk.js#xfbml=1&amp;appId=378011798897423&amp;version=v2.6\" id=\"socialSrcFacebook\" type=\"text\/template\"><\/script><\/p>\n<blockquote><p><strong><span style=\"color: #ff6600;\">If you liked the article, do not forget to share it with your friends. Follow us on\u00a0<span style=\"color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/news.google.com\/publications\/CAAqBwgKMLG0nwswvr63Aw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google News<\/a><\/span>\u00a0too, click on the star and choose us from your favorites.<\/span><\/strong><\/p><\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\">For forums sites go to <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/forum.buradabiliyorum.com\/\" target=\"_blank\" rel=\"noopener\">Forum.BuradaBiliyorum.Com<\/a><\/span><\/strong><\/p>\n<\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\"><strong>If you want to read more like this article, you can visit our <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/en.buradabiliyorum.com\/technology\/\" target=\"_blank\" rel=\"noopener\">Technology category.<\/a><\/span><\/strong><\/p>\n<\/blockquote>\n<p><span style=\"color: black;\"><a style=\"color: #ff9900;\" href=\"https:\/\/thenextweb.com\/neural\/2021\/01\/29\/mits-new-liquid-neural-network-learns-on-the-job-so-robots-can-adapt-to-changing-conditions\/\" target=\"_blank\" rel=\"noopener\">Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&#8220;#MIT\u2019s new \u2018liquid\u2019 AI could help robots adapt to changing conditions&#8221; MIT researchers have invented an adaptive \u201cliquid\u201d neural network\u00a0that could improve decision-making in self-driving cars and medical diagnosis. The algorithm adjusts to changes experienced by real-world systems by changing their underlying equations as they receive new data. \u201cThis is a way forward for the&#8230;<\/p>\n","protected":false},"author":1,"featured_media":166152,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/img-cdn.tnwcdn.com\/image\/neural?filter_last=1&fit=1280,640&url=https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2021\/01\/Untitled-design-2021-01-29T145833.374.png&signature=493814af6f23ef16fc1e977580199ff0","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[],"class_list":["post-166151","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/166151","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=166151"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/166151\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/166152"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=166151"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=166151"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=166151"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}